MSDS 6372 Project 1 Description

For this project, we are going to be using a data set provided in Kaggle titled “Life Expectancy (WHO): Statistical Analysis on factors influencing life expectancy”. The information was collected over numerous years and, because of logistics in recording changes over time, there will be some missing data issues that the group must discuss and develop a strategy to proceed.

Data, along with information on the variables included in the file can be found at https://www.kaggle.com/kumarajarshi/life-expectancy-who.

Setting Options for Analysis

Import Libraries

library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(ggplot2)
library(ggthemes)
library(stringr)
library(PerformanceAnalytics)
## Loading required package: xts
## Loading required package: zoo
## 
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
## 
##     as.Date, as.Date.numeric
## 
## Attaching package: 'xts'
## The following objects are masked from 'package:dplyr':
## 
##     first, last
## 
## Attaching package: 'PerformanceAnalytics'
## The following object is masked from 'package:graphics':
## 
##     legend
library(mice)
## 
## Attaching package: 'mice'
## The following object is masked from 'package:stats':
## 
##     filter
## The following objects are masked from 'package:base':
## 
##     cbind, rbind
library(caret)
## Loading required package: lattice
library(corrr)
library(VIM)
## Loading required package: colorspace
## Loading required package: grid
## VIM is ready to use.
## Suggestions and bug-reports can be submitted at: https://github.com/statistikat/VIM/issues
## 
## Attaching package: 'VIM'
## The following object is masked from 'package:datasets':
## 
##     sleep
library(glmnet)
## Loading required package: Matrix
## Loaded glmnet 4.1-1
library(Boruta)
library(VIF)

Additional Options for Analysis

theme_set(theme_minimal())
theme_update(axis.title = element_text())
theme_update(plot.title = element_text(hjust = 0.5)) # changing default to center all titles

options(scipen=999) #prevent scientific notation

Import, split data into test and train, and view summary of columns

LifeExpData = read.csv(file = "Life Expectancy Data.csv", stringsAsFactors = T)

set.seed(123) #for reproducability
smp_size <- floor(0.75 * nrow(LifeExpData))
train_ind  <- sample(seq_len(nrow(LifeExpData)), size = smp_size)
train <- LifeExpData[train_ind, ]
test <- LifeExpData[-train_ind, ]

summary(train)
##                              Country          Year             Status    
##  Equatorial Guinea               :  16   Min.   :2000   Developed : 389  
##  Japan                           :  15   1st Qu.:2004   Developing:1814  
##  Kenya                           :  15   Median :2008                    
##  Micronesia (Federated States of):  15   Mean   :2008                    
##  Myanmar                         :  15   3rd Qu.:2011                    
##  Paraguay                        :  15   Max.   :2015                    
##  (Other)                         :2112                                   
##  Life.expectancy Adult.Mortality infant.deaths        Alcohol      
##  Min.   :36.30   Min.   :  1.0   Min.   :   0.00   Min.   : 0.010  
##  1st Qu.:63.20   1st Qu.: 72.0   1st Qu.:   0.00   1st Qu.: 0.880  
##  Median :72.00   Median :143.0   Median :   3.00   Median : 3.690  
##  Mean   :69.24   Mean   :163.9   Mean   :  28.78   Mean   : 4.593  
##  3rd Qu.:75.80   3rd Qu.:226.0   3rd Qu.:  21.00   3rd Qu.: 7.715  
##  Max.   :89.00   Max.   :723.0   Max.   :1800.00   Max.   :17.870  
##  NA's   :7       NA's   :7                         NA's   :136     
##  percentage.expenditure  Hepatitis.B       Measles              BMI       
##  Min.   :    0.000      Min.   : 2.00   Min.   :     0.0   Min.   : 1.00  
##  1st Qu.:    5.324      1st Qu.:77.00   1st Qu.:     0.0   1st Qu.:19.10  
##  Median :   69.968      Median :92.00   Median :    17.0   Median :43.00  
##  Mean   :  714.914      Mean   :81.25   Mean   :  2219.2   Mean   :38.07  
##  3rd Qu.:  442.851      3rd Qu.:97.00   3rd Qu.:   357.5   3rd Qu.:56.10  
##  Max.   :19479.912      Max.   :99.00   Max.   :212183.0   Max.   :83.30  
##                         NA's   :404                        NA's   :20     
##  under.five.deaths     Polio       Total.expenditure   Diphtheria   
##  Min.   :   0.00   Min.   : 3.00   Min.   : 0.740    Min.   : 2.00  
##  1st Qu.:   0.00   1st Qu.:78.00   1st Qu.: 4.240    1st Qu.:78.00  
##  Median :   4.00   Median :93.00   Median : 5.790    Median :93.00  
##  Mean   :  40.19   Mean   :82.55   Mean   : 5.965    Mean   :82.38  
##  3rd Qu.:  27.00   3rd Qu.:97.00   3rd Qu.: 7.567    3rd Qu.:97.00  
##  Max.   :2400.00   Max.   :99.00   Max.   :17.240    Max.   :99.00  
##                    NA's   :11      NA's   :161       NA's   :11     
##     HIV.AIDS           GDP              Population         thinness..1.19.years
##  Min.   : 0.100   Min.   :     1.68   Min.   :        36   Min.   : 0.100      
##  1st Qu.: 0.100   1st Qu.:   467.10   1st Qu.:    184042   1st Qu.: 1.600      
##  Median : 0.100   Median :  1841.09   Median :   1321618   Median : 3.400      
##  Mean   : 1.819   Mean   :  7240.20   Mean   :  11829912   Mean   : 4.897      
##  3rd Qu.: 0.800   3rd Qu.:  5751.56   3rd Qu.:   7365517   3rd Qu.: 7.200      
##  Max.   :50.600   Max.   :119172.74   Max.   :1179681239   Max.   :27.500      
##                   NA's   :333         NA's   :488          NA's   :20          
##  thinness.5.9.years Income.composition.of.resources   Schooling   
##  Min.   : 0.100     Min.   :0.0000                  Min.   : 0.0  
##  1st Qu.: 1.500     1st Qu.:0.4940                  1st Qu.:10.1  
##  Median : 3.400     Median :0.6770                  Median :12.3  
##  Mean   : 4.917     Mean   :0.6278                  Mean   :12.0  
##  3rd Qu.: 7.300     3rd Qu.:0.7790                  3rd Qu.:14.3  
##  Max.   :28.500     Max.   :0.9480                  Max.   :20.7  
##  NA's   :20         NA's   :134                     NA's   :132

Check how many levels are in each categorical variable. Then view histograms

length(unique(train$Status))
## [1] 2
length(unique(train$Country))
## [1] 190
ggplot(train, aes(x=Life.expectancy, fill=Status)) +
  geom_histogram(alpha=0.5, position="identity")
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## Warning: Removed 7 rows containing non-finite values (stat_bin).

View correlations between quantitative variables

quant <- subset(train, select=-c(Country, Status))


res.cor <- correlate(quant)
## 
## Correlation method: 'pearson'
## Missing treated using: 'pairwise.complete.obs'
res.cor
## # A tibble: 20 x 21
##    term               Year Life.expectancy Adult.Mortality infant.deaths Alcohol
##    <chr>             <dbl>           <dbl>           <dbl>         <dbl>   <dbl>
##  1 Year            NA               0.178          -0.0873       -0.0241 -0.0649
##  2 Life.expectancy  0.178          NA              -0.693        -0.207   0.405 
##  3 Adult.Mortality -0.0873         -0.693          NA             0.0846 -0.184 
##  4 infant.deaths   -0.0241         -0.207           0.0846       NA      -0.113 
##  5 Alcohol         -0.0649          0.405          -0.184        -0.113  NA     
##  6 percentage.exp~  0.0281          0.375          -0.235        -0.0857  0.339 
##  7 Hepatitis.B      0.121           0.273          -0.158        -0.237   0.0884
##  8 Measles         -0.0790         -0.160           0.0336        0.497  -0.0483
##  9 BMI              0.101           0.552          -0.378        -0.223   0.308 
## 10 under.five.dea~ -0.0294         -0.234           0.101         0.996  -0.110 
## 11 Polio            0.108           0.470          -0.267        -0.173   0.221 
## 12 Total.expendit~  0.104           0.221          -0.113        -0.125   0.290 
## 13 Diphtheria       0.158           0.482          -0.270        -0.189   0.217 
## 14 HIV.AIDS        -0.148          -0.560           0.541         0.0292 -0.0485
## 15 GDP              0.0912          0.454          -0.285        -0.107   0.360 
## 16 Population       0.0141         -0.0267         -0.0228        0.587  -0.0339
## 17 thinness..1.19~ -0.0445         -0.472           0.291         0.455  -0.433 
## 18 thinness.5.9.y~ -0.0462         -0.467           0.299         0.468  -0.422 
## 19 Income.composi~  0.243           0.719          -0.450        -0.147   0.457 
## 20 Schooling        0.208           0.747          -0.443        -0.194   0.546 
## # ... with 15 more variables: percentage.expenditure <dbl>, Hepatitis.B <dbl>,
## #   Measles <dbl>, BMI <dbl>, under.five.deaths <dbl>, Polio <dbl>,
## #   Total.expenditure <dbl>, Diphtheria <dbl>, HIV.AIDS <dbl>, GDP <dbl>,
## #   Population <dbl>, thinness..1.19.years <dbl>, thinness.5.9.years <dbl>,
## #   Income.composition.of.resources <dbl>, Schooling <dbl>
quant %>% 
    correlate(use = "pairwise.complete.obs") %>% 
    rearrange(method = "PCA") %>% 
    shave() %>%
    # rplot need to receive a correlation matrix
    rplot(shape = 15, colours = c("darkorange", "white", "darkcyan")) +
    theme_minimal() +
    theme(
        axis.text.x = element_text(angle = 45, hjust = 1)
    )
## 
## Correlation method: 'pearson'
## Missing treated using: 'pairwise.complete.obs'
## Registered S3 methods overwritten by 'registry':
##   method               from 
##   print.registry_field proxy
##   print.registry_entry proxy
## Don't know how to automatically pick scale for object of type noquote. Defaulting to continuous.

We can see our response variable, LifeExpectancy, has correlations up to .75. Predictor variables have correlations up to 1 with one-another. Let’s view the scatterplots

par(mfrow=c(2,3))
plot(y = train$Life.expectancy, x = train$Year)
plot(y = train$Life.expectancy, x = train$Adult.Mortality)
plot(y = train$Life.expectancy, x = train$infant.deaths)
plot(y = train$Life.expectancy, x = train$Alcohol)
plot(y = train$Life.expectancy, x = train$percentage.expenditure)
plot(y = train$Life.expectancy, x = train$under.five.deaths)

plot(y = train$Life.expectancy, x = train$Measles)
plot(y = train$Life.expectancy, x = train$BMI)
plot(y = train$Life.expectancy, x = train$Polio)
plot(y = train$Life.expectancy, x = train$Total.expenditure)
plot(y = train$Life.expectancy, x = train$Diphtheria)
plot(y = train$Life.expectancy, x = train$HIV.AIDS)

plot(y = train$Life.expectancy, x = train$GDP)
plot(y = train$Life.expectancy, x = train$Population)
plot(y = train$Life.expectancy, x = train$thinness..1.19.years)
plot(y = train$Life.expectancy, x = train$thinness.5.9.years)
plot(y = train$Life.expectancy, x = train$Income.composition.of.resources)
plot(y = train$Life.expectancy, x = train$Schooling)

We can see a few points of concern, such as some strong outliers. Additionally, some variables have distinct branches, such as Adult.Mortality. Let’s explore these variables to see if we can determine the cause. First, we will color based off developed or undeveloped status.

plot(y = train$Life.expectancy, x = train$Adult.Mortality, col = train$Status)

This does not solve the disparity, let’s see the individual data points between the two clusters

train %>% filter(Adult.Mortality < 40)
##                                                  Country Year     Status
## 1                                  Sao Tome and Principe 2006 Developing
## 2                                            Netherlands 2003  Developed
## 3                                                 Israel 2014 Developing
## 4                                                   Cuba 2008 Developing
## 5                                    Trinidad and Tobago 2015 Developing
## 6                                                  Gabon 2009 Developing
## 7                                                   Peru 2010 Developing
## 8                                                  Qatar 2013 Developing
## 9                                                Myanmar 2006 Developing
## 10                                              Barbados 2013 Developing
## 11                                              Maldives 2004 Developing
## 12                                                  Fiji 2009 Developing
## 13                                               Grenada 2011 Developing
## 14                                                  Iraq 2002 Developing
## 15                                            Azerbaijan 2007 Developing
## 16                                              Suriname 2010 Developing
## 17                                              Thailand 2009 Developing
## 18                              United States of America 2015  Developed
## 19                                               Denmark 2001  Developed
## 20                                                Latvia 2010  Developed
## 21                                                  Cuba 2002 Developing
## 22                                                 Haiti 2004 Developing
## 23                                                  Oman 2008 Developing
## 24                                             Nicaragua 2006 Developing
## 25                                              Kiribati 2008 Developing
## 26                                               Austria 2007  Developed
## 27                                               Morocco 2002 Developing
## 28                                              Colombia 2003 Developing
## 29                                          Saudi Arabia 2005 Developing
## 30                                                Cyprus 2009  Developed
## 31                                               Tunisia 2014 Developing
## 32                                                 Nepal 2001 Developing
## 33                                              Cambodia 2007 Developing
## 34                                          Saudi Arabia 2001 Developing
## 35                                           El Salvador 2003 Developing
## 36                                            Seychelles 2014 Developing
## 37                                               Senegal 2012 Developing
## 38                                            Azerbaijan 2000 Developing
## 39                                                Mexico 2009 Developing
## 40                                                 Samoa 2005 Developing
## 41                                               Croatia 2009  Developed
## 42                                                Guinea 2011 Developing
## 43                            Iran (Islamic Republic of) 2000 Developing
## 44                                 Sao Tome and Principe 2015 Developing
## 45                                               Lebanon 2005 Developing
## 46             The former Yugoslav republic of Macedonia 2005 Developing
## 47                                                Turkey 2013 Developing
## 48                                                  Iraq 2004 Developing
## 49                                                Turkey 2015 Developing
## 50                                                 Ghana 2003 Developing
## 51                                       Solomon Islands 2006 Developing
## 52                                               Tunisia 2002 Developing
## 53                                              Kiribati 2012 Developing
## 54                                               Lebanon 2003 Developing
## 55                                               Albania 2001 Developing
## 56                                               Bahrain 2014 Developing
## 57                      Lao People's Democratic Republic 2006 Developing
## 58                                                Belize 2013 Developing
## 59                                               Myanmar 2012 Developing
## 60                                                 Haiti 2006 Developing
## 61                                              Slovakia 2015  Developed
## 62                                                 Italy 2012  Developed
## 63                                                  Cuba 2006 Developing
## 64                                               Croatia 2011  Developed
## 65                                              Ethiopia 2007 Developing
## 66                                                 Japan 2002  Developed
## 67                                            Kyrgyzstan 2014 Developing
## 68                                               Albania 2008 Developing
## 69                                                 Japan 2003  Developed
## 70                                                  Cuba 2003 Developing
## 71                                             Indonesia 2005 Developing
## 72                      Bolivia (Plurinational State of) 2009 Developing
## 73                                          Saudi Arabia 2012 Developing
## 74                                            Madagascar 2013 Developing
## 75                                                Jordan 2007 Developing
## 76                                               Burundi 2008 Developing
## 77                                                  Cuba 2005 Developing
## 78                                                 Nepal 2005 Developing
## 79                                               Liberia 2006 Developing
## 80                                                Bhutan 2001 Developing
## 81                                               Bahrain 2001 Developing
## 82                                               Czechia 2007  Developed
## 83                                                 Samoa 2000 Developing
## 84                                                Uganda 2014 Developing
## 85                                             Lithuania 2007  Developed
## 86                                               Burundi 2010 Developing
## 87                                               Ukraine 2011 Developing
## 88                                                  Fiji 2010 Developing
## 89                              United States of America 2012  Developed
## 90                                                Poland 2014  Developed
## 91                                   Antigua and Barbuda 2009 Developing
## 92                                             Guatemala 2004 Developing
## 93                                               Tunisia 2009 Developing
## 94                                                  Mali 2000 Developing
## 95                                     Equatorial Guinea 2014 Developing
## 96                                Bosnia and Herzegovina 2005 Developing
## 97                                                 Ghana 2000 Developing
## 98                           United Republic of Tanzania 2010 Developing
## 99                                              Bulgaria 2013  Developed
## 100                                             Kiribati 2013 Developing
## 101                                              Belgium 2000  Developed
## 102                                              Finland 2001 Developing
## 103                                                 Chad 2009 Developing
## 104                                              Georgia 2012 Developing
## 105                                               Rwanda 2014 Developing
## 106                                                India 2007 Developing
## 107                                              Czechia 2009  Developed
## 108                                              Myanmar 2014 Developing
## 109                                                Malta 2000  Developed
## 110                                                Haiti 2015 Developing
## 111                                               Guinea 2008 Developing
## 112                                           Luxembourg 2005  Developed
## 113                                              Tunisia 2006 Developing
## 114                                           Madagascar 2015 Developing
## 115            The former Yugoslav republic of Macedonia 2015 Developing
## 116                                            Guatemala 2006 Developing
## 117                                              Tunisia 2013 Developing
## 118                                           Montenegro 2015 Developing
## 119                                             Suriname 2007 Developing
## 120                                               Panama 2012 Developing
## 121                                                Haiti 2002 Developing
## 122                                             Cambodia 2011 Developing
## 123                                                 Oman 2014 Developing
## 124                                                 Fiji 2007 Developing
## 125                                              Albania 2014 Developing
## 126                                    Brunei Darussalam 2001 Developing
## 127                                            Guatemala 2008 Developing
## 128                                              Algeria 2004 Developing
## 129                                                 Fiji 2002 Developing
## 130                                              Tunisia 2008 Developing
## 131                                             Malaysia 2002 Developing
## 132                                   Dominican Republic 2005 Developing
## 133                                                 Cuba 2004 Developing
## 134                                        Guinea-Bissau 2007 Developing
## 135                                              Tunisia 2003 Developing
## 136                                               Norway 2006  Developed
## 137                                              Finland 2000 Developing
## 138                                              Czechia 2002  Developed
## 139                                               Kuwait 2005 Developing
## 140                                                Gabon 2005 Developing
## 141                                             Barbados 2009 Developing
## 142                                             Mongolia 2010 Developing
## 143                                                Ghana 2007 Developing
## 144                                      Solomon Islands 2005 Developing
## 145                                           Mauritania 2012 Developing
## 146                                          El Salvador 2009 Developing
## 147                                                 Mali 2002 Developing
## 148                                              Burundi 2013 Developing
## 149                                              Vanuatu 2000 Developing
## 150                                           Mauritania 2015 Developing
## 151                                          Netherlands 2013  Developed
## 152                                              Tunisia 2010 Developing
## 153                                                Tonga 2005 Developing
## 154                             United States of America 2014  Developed
## 155                                           Montenegro 2012 Developing
## 156                                                Italy 2010  Developed
## 157                                      Solomon Islands 2007 Developing
## 158                                              Austria 2002  Developed
## 159                                               Poland 2010  Developed
## 160                                              Lebanon 2001 Developing
## 161                                              Senegal 2007 Developing
## 162                                            Swaziland 2003 Developing
## 163                                 Syrian Arab Republic 2012 Developing
## 164                                         Burkina Faso 2013 Developing
## 165                                               Gambia 2000 Developing
## 166                                             Pakistan 2000 Developing
## 167                                   Dominican Republic 2003 Developing
## 168                     Micronesia (Federated States of) 2002 Developing
## 169                                     Papua New Guinea 2005 Developing
## 170                                                 Togo 2011 Developing
## 171                                               Poland 2013  Developed
## 172                                            Australia 2014  Developed
## 173                                          South Sudan 2000 Developing
## 174                                              Namibia 2009 Developing
## 175                                               Belize 2003 Developing
## 176                                        Guinea-Bissau 2006 Developing
## 177                                    Equatorial Guinea 2015 Developing
## 178                                               Guyana 2006 Developing
## 179                                               Greece 2007 Developing
## 180                                             Kiribati 2014 Developing
## 181                                 United Arab Emirates 2001 Developing
## 182                     Saint Vincent and the Grenadines 2011 Developing
## 183                                                China 2004 Developing
## 184                                                 Iraq 2005 Developing
## 185                                              Tunisia 2004 Developing
## 186                                                Chile 2007 Developing
## 187                                             Paraguay 2001 Developing
## 188                                             Kiribati 2011 Developing
## 189                                              Myanmar 2011 Developing
## 190                             United States of America 2010  Developed
## 191                          United Republic of Tanzania 2014 Developing
## 192                                    Brunei Darussalam 2000 Developing
## 193                                              Austria 2012  Developed
## 194                                              Finland 2005 Developing
## 195                               Bosnia and Herzegovina 2013 Developing
## 196                                             Barbados 2011 Developing
## 197                                                 Oman 2013 Developing
## 198                                              Armenia 2014 Developing
## 199                                          Switzerland 2008  Developed
## 200                                             Kiribati 2010 Developing
## 201                                            Indonesia 2007 Developing
## 202                                          Afghanistan 2002 Developing
## 203            The former Yugoslav republic of Macedonia 2014 Developing
## 204                                              Ukraine 2012 Developing
## 205                                           Kazakhstan 2013 Developing
## 206                                                Spain 2013  Developed
## 207                     Micronesia (Federated States of) 2003 Developing
## 208                                              Czechia 2013  Developed
## 209                                                Gabon 2001 Developing
## 210                                        Guinea-Bissau 2001 Developing
## 211                                               Guinea 2007 Developing
## 212                                              Comoros 2014 Developing
## 213                                                 Mali 2005 Developing
## 214                                                Yemen 2002 Developing
## 215                                           Azerbaijan 2010 Developing
## 216                                 Syrian Arab Republic 2013 Developing
## 217                                             Barbados 2010 Developing
## 218                                               Canada 2010 Developing
## 219                                              Albania 2005 Developing
## 220                                             Paraguay 2011 Developing
## 221                                              Nigeria 2005 Developing
## 222                                               Israel 2012 Developing
## 223                                               France 2000 Developing
## 224                                                Haiti 2001 Developing
## 225                                            Lithuania 2003  Developed
## 226                                                Tonga 2011 Developing
## 227                                              Albania 2002 Developing
## 228                                               Rwanda 2010 Developing
## 229                                           Luxembourg 2008  Developed
## 230                                             Portugal 2005  Developed
## 231                                           Luxembourg 2012  Developed
## 232                             United States of America 2008  Developed
## 233                                              Denmark 2000  Developed
## 234                                               Turkey 2014 Developing
## 235                                                Gabon 2003 Developing
## 236                                              Lebanon 2002 Developing
## 237                                 United Arab Emirates 2012 Developing
## 238                               Bosnia and Herzegovina 2007 Developing
## 239                                             Portugal 2001  Developed
## 240                     Democratic Republic of the Congo 2001 Developing
## 241                     Bolivia (Plurinational State of) 2003 Developing
## 242                                                 Chad 2001 Developing
## 243                                         Saudi Arabia 2004 Developing
## 244                                              Czechia 2008  Developed
## 245                                                 Oman 2010 Developing
## 246                                                India 2006 Developing
## 247                                              Morocco 2000 Developing
## 248                     Democratic Republic of the Congo 2006 Developing
## 249                                             Pakistan 2005 Developing
## 250                                              Algeria 2015 Developing
## 251                                              Liberia 2000 Developing
## 252                                             Honduras 2007 Developing
## 253                                                 Oman 2011 Developing
## 254                                              Jamaica 2006 Developing
## 255                                              Somalia 2007 Developing
## 256                                                 Fiji 2014 Developing
## 257                                             Colombia 2010 Developing
## 258                                            Argentina 2004 Developing
## 259                                                Chile 2000 Developing
## 260                                    Equatorial Guinea 2009 Developing
## 261                                              Bahrain 2013 Developing
## 262                                              Germany 2008  Developed
## 263                                             Colombia 2009 Developing
## 264                                              Belgium 2011  Developed
## 265                             United States of America 2009  Developed
## 266 United Kingdom of Great Britain and Northern Ireland 2007  Developed
## 267                                             Slovenia 2009  Developed
## 268                                              Iceland 2013  Developed
## 269                                   Russian Federation 2001 Developing
## 270                                          Timor-Leste 2005 Developing
## 271                                                Chile 2002 Developing
## 272                                                 Mali 2001 Developing
## 273                                           Cabo Verde 2004 Developing
## 274                                                Yemen 2007 Developing
## 275                                              Albania 2007 Developing
## 276                                               Belize 2001 Developing
## 277            The former Yugoslav republic of Macedonia 2010 Developing
## 278                                           Mauritania 2013 Developing
## 279                                               Latvia 2004  Developed
## 280                                                 Cuba 2009 Developing
## 281                                      Solomon Islands 2004 Developing
## 282                                              Senegal 2000 Developing
## 283                                           Costa Rica 2001 Developing
## 284                                           Mauritania 2000 Developing
## 285                                  Trinidad and Tobago 2004 Developing
## 286                                              Myanmar 2013 Developing
## 287                                              Georgia 2007 Developing
## 288                                             Portugal 2003  Developed
## 289                                             Barbados 2014 Developing
## 290                                              Armenia 2008 Developing
## 291                                             Cameroon 2005 Developing
## 292                             United States of America 2013  Developed
## 293                                               Cyprus 2000  Developed
## 294                                               Guyana 2012 Developing
## 295                                              Hungary 2004  Developed
## 296            The former Yugoslav republic of Macedonia 2004 Developing
## 297                                                India 2008 Developing
## 298                                              Tunisia 2012 Developing
## 299                                              Morocco 2010 Developing
## 300                                 United Arab Emirates 2000 Developing
## 301                                              Denmark 2002  Developed
## 302                                         Saudi Arabia 2006 Developing
## 303                                              Croatia 2010  Developed
## 304                                              Lebanon 2006 Developing
## 305                                              Tunisia 2005 Developing
## 306                                               France 2001 Developing
## 307                                            Lithuania 2002  Developed
## 308                                              Ukraine 2014 Developing
## 309 United Kingdom of Great Britain and Northern Ireland 2008  Developed
## 310                                              Myanmar 2010 Developing
## 311                                                India 2009 Developing
## 312                                             Malaysia 2011 Developing
## 313                                      Solomon Islands 2002 Developing
## 314                                          El Salvador 2007 Developing
## 315                                             Portugal 2000  Developed
## 316                                             Botswana 2012 Developing
## 317                                                 Cuba 2007 Developing
## 318                                               Rwanda 2005 Developing
## 319                                                Sudan 2006 Developing
## 320                                          El Salvador 2002 Developing
## 321                             United States of America 2007  Developed
## 322                                                Ghana 2004 Developing
## 323                                    Brunei Darussalam 2014 Developing
## 324                                          New Zealand 2012  Developed
## 325                                               France 2002 Developing
## 326                                              Czechia 2006  Developed
## 327                                                Spain 2008  Developed
## 328                                              Algeria 2014 Developing
## 329                                           Costa Rica 2006 Developing
## 330                                 United Arab Emirates 2002 Developing
## 331                                              Eritrea 2005 Developing
## 332                                          Switzerland 2009  Developed
## 333                                              Tunisia 2007 Developing
## 334                                             Zimbabwe 2006 Developing
## 335                                           Montenegro 2014 Developing
## 336                                                Ghana 2002 Developing
## 337                                             Djibouti 2006 Developing
## 338                                                 Fiji 2003 Developing
## 339                                              Ireland 2011  Developed
## 340                                             Slovenia 2005  Developed
## 341            The former Yugoslav republic of Macedonia 2013 Developing
## 342                                  Antigua and Barbuda 2015 Developing
## 343                                                 Peru 2009 Developing
## 344                                              Hungary 2011  Developed
## 345                                              Tunisia 2011 Developing
## 346                                                Haiti 2005 Developing
## 347                                            Singapore 2011  Developed
## 348            The former Yugoslav republic of Macedonia 2012 Developing
## 349                                             Suriname 2005 Developing
## 350                                            Guatemala 2003 Developing
## 351                                                 Oman 2012 Developing
## 352                                             Honduras 2013 Developing
## 353                                Sao Tome and Principe 2009 Developing
## 354                     Lao People's Democratic Republic 2012 Developing
## 355                                               Mexico 2013 Developing
## 356                                               Brazil 2004 Developing
## 357                                           Kazakhstan 2014 Developing
## 358                                              Iceland 2012  Developed
## 359                                        Guinea-Bissau 2000 Developing
## 360                                              Lebanon 2004 Developing
## 361                                                Nepal 2003 Developing
## 362                                                Haiti 2000 Developing
## 363                                                 Mali 2012 Developing
## 364                                              Denmark 2003  Developed
## 365                                           Costa Rica 2010 Developing
## 366                                            Guatemala 2002 Developing
## 367                                            Sri Lanka 2001 Developing
## 368                                        Guinea-Bissau 2004 Developing
## 369                                             Slovakia 2007  Developed
## 370                                              Albania 2003 Developing
## 371                                              Albania 2000 Developing
## 372                                            Argentina 2012 Developing
## 373                                            Guatemala 2005 Developing
##     Life.expectancy Adult.Mortality infant.deaths Alcohol
## 1              64.7              22             0    5.46
## 2              78.7               8             1    9.56
## 3              82.2               6             1    2.62
## 4              77.9              12             1    4.26
## 5              71.2              17             0      NA
## 6              61.7              31             2    8.64
## 7              73.7              14            10    4.72
## 8              77.9               7             0    1.20
## 9              64.2              22            61    0.28
## 10             75.2              11             0    8.74
## 11             73.4              16             0    1.60
## 12             68.9              23             0    2.31
## 13             72.9              15             0    7.84
## 14             74.0              14            30    0.15
## 15             73.0              14             6    1.02
## 16             73.0              19             0    5.26
## 17             73.7              16            11    5.88
## 18             79.3              13            23      NA
## 19             77.0              12             0   11.56
## 20             72.8              18             0    9.80
## 21             77.7              19             1    4.10
## 22             58.7              32            18    6.10
## 23             75.2              19             1    0.57
## 24             73.0              17             3    3.69
## 25             65.1              21             0    0.46
## 26             81.0               8             0   12.50
## 27             69.5              15            25    0.46
## 28             72.4              15            16    4.25
## 29             73.1              11             9    0.05
## 30             79.3               6             0   10.80
## 31             75.1              12             3    1.39
## 32             63.2              23            43    0.09
## 33             65.0              24            16    2.08
## 34             72.8              17            10    0.05
## 35             69.9              29             3    3.10
## 36             73.0              17             0    0.01
## 37             65.6               2            20    0.28
## 38             66.6              16             9    0.65
## 39             75.7              13            36    5.27
## 40             71.6              16             0    3.63
## 41             76.3              19             0   12.21
## 42             58.1              29            28    0.22
## 43             73.0              15            35    0.01
## 44             67.5              19             0      NA
## 45             73.9              11             1    1.94
## 46             73.6              12             0    1.75
## 47             75.2              19            17    1.41
## 48             67.2              21            30    0.32
## 49             75.8              16            15      NA
## 50             57.9              38            41    1.53
## 51             67.6               2             0    0.99
## 52             73.5              19             4    1.17
## 53             65.7              24             0    0.01
## 54             73.5              15             1    2.19
## 55             73.6              14             1    4.25
## 56             76.8               7             0    1.57
## 57             61.5              24            11    3.69
## 58             69.8              18             0    6.56
## 59             65.9              25            44    0.55
## 60             61.1              28            17    6.18
## 61             76.7              19             0      NA
## 62             82.0               6             2    7.49
## 63             78.0              14             1    4.17
## 64             77.0              14             0   12.19
## 65             58.5              39           186    1.06
## 66             81.8               7             3    7.87
## 67             78.0              17             3    0.01
## 68             75.3               1             1    5.61
## 69             81.9               7             3    7.83
## 70             77.4              18             1    4.39
## 71             67.2              19           163    0.06
## 72             68.0              27            10    3.87
## 73             74.1               9             8    0.09
## 74             64.7              23            29    0.87
## 75             73.0              12             4    0.60
## 76             55.3              35            23    4.33
## 77             77.2              19             1    4.48
## 78             65.4              28            33    0.20
## 79             56.7              32            11    4.05
## 80             61.7              29             1    0.14
## 81             74.7               9             0    1.95
## 82             76.8              17             0   13.43
## 83             72.0              18             0    3.00
## 84             61.5              38            68    0.01
## 85             72.0              24             0   13.40
## 86             56.8              33            23    4.16
## 87             75.0              24             5    8.48
## 88             69.1               2             0    2.25
## 89             78.8              16            24    8.82
## 90             77.3              12             2   10.71
## 91             75.4              14             0    7.82
## 92             69.6              21            15    2.40
## 93             74.7              12             3    1.40
## 94             49.8              37            60    0.47
## 95             57.9              32             3    0.01
## 96             75.0              12             0    4.56
## 97             57.2              38            43    1.60
## 98             57.5              36            89    4.19
## 99             74.1              14             1   12.06
## 100            65.8              22             0    0.01
## 101            77.6              11             1   11.21
## 102            78.0               1             0    8.94
## 103            57.0              37            46    0.47
## 104            74.2              13             1    7.71
## 105            65.7              23            12    0.01
## 106            65.2              26          1400    1.59
## 107            77.1              12             0   13.23
## 108            66.4              21            40    0.01
## 109            77.5               8             0    5.59
## 110            63.5              24            14      NA
## 111            56.8              33            30    0.21
## 112            78.8               9             0   11.84
## 113            74.4              12             3    1.46
## 114            65.5              22            28      NA
## 115            75.7              12             0      NA
## 116            69.7              24            14    2.38
## 117            74.9              13             3    1.29
## 118            76.1              16             0      NA
## 119            69.5              22             0    4.72
## 120            77.2              12             1    6.95
## 121            59.3              33            19    6.10
## 122            67.0              19            13    2.12
## 123            76.4              11             1    0.40
## 124            68.6              29             0    2.09
## 125            77.5               8             0    4.51
## 126            74.7              19             0    0.47
## 127            79.0              19            13    2.21
## 128            72.3              14            19    0.45
## 129            67.9              22             0    1.85
## 130            74.7              12             3    1.37
## 131            72.9              14             4    0.49
## 132            69.7              28             7    5.71
## 133            77.3              17             1    4.38
## 134            55.0              32             5    2.98
## 135            73.7              17             4    1.34
## 136            84.0               7             0    6.47
## 137            77.5              15             0    8.59
## 138            75.3              12             0   13.47
## 139            73.6               9             0    0.01
## 140            65.0              37             2    7.72
## 141            74.6              19             0    8.46
## 142            66.3              25             1    5.80
## 143            59.9              28            41    1.25
## 144            67.4              24             0    0.90
## 145            62.5              29             8    0.01
## 146            71.4              23             2    2.55
## 147            51.2              31            60    0.53
## 148            58.6              33            22    0.01
## 149            69.0              18             0    1.21
## 150            63.1              25             8      NA
## 151            81.4               6             1    8.68
## 152            74.8              12             3    1.28
## 153            72.3              15             0    1.57
## 154            79.1              14            23    8.82
## 155            75.6              11             0    0.01
## 156            81.8               6             2    6.95
## 157            67.6               2             0    0.85
## 158            78.7               9             0   12.50
## 159            76.3              13             2   10.59
## 160            73.0              11             1    2.19
## 161            62.1              23            22    0.32
## 162            45.9               6             3    5.65
## 163            62.8              32             7    0.01
## 164            59.0              27            40    4.64
## 165            55.9              33             3    2.18
## 166            62.8              19           385    0.02
## 167            73.0              22             7    6.32
## 168            66.2              21             0    2.78
## 169            64.0              37            11    0.84
## 170            58.3              34            14    1.44
## 171            77.1              12             2   11.63
## 172            82.7               6             1    9.71
## 173            48.9              38            31      NA
## 174            62.4              36             3    7.99
## 175            68.4              21             0    5.67
## 176            54.4              36             5    3.22
## 177            58.2              32             3      NA
## 178            65.2              24             1    7.04
## 179            79.4               8             0    9.67
## 180            66.1               2             0    0.01
## 181            74.5              14             1    1.67
## 182            72.7              16             0    7.02
## 183            73.5              11           360    3.04
## 184            66.8              29            31    0.18
## 185            74.0              15             3    1.36
## 186            78.9               9             2    7.39
## 187            71.2              17             4    6.66
## 188            65.5              26             0    0.53
## 189            65.6              27            47    0.33
## 190            78.7              15            25    8.55
## 191            67.0              34            86    0.01
## 192            74.4              16             0    0.37
## 193            88.0               7             0   12.26
## 194            78.9              11             0    9.95
## 195            77.0               9             0    4.12
## 196            74.9              14             0    8.51
## 197            76.2              12             1    0.46
## 198            74.6              12             1    3.91
## 199            82.0               6             0   10.29
## 200            65.3              27             0    0.48
## 201            67.5              19           154    0.06
## 202            56.2               3            88    0.01
## 203            75.5              12             0    1.13
## 204            77.0              25             5    8.44
## 205            69.5              28             5    6.48
## 206            82.4               6             1    9.25
## 207            67.5              18             0    3.15
## 208            78.2               9             0   12.45
## 209            59.8              37             2    9.29
## 210            52.5              32             5    2.55
## 211            56.4              36            31    0.19
## 212            63.2              23             1    0.01
## 213            53.6              29            57    0.55
## 214            61.5              25            45    0.07
## 215            71.1              13             5    1.98
## 216            63.6              37             7    0.01
## 217            74.7              16             0    8.41
## 218            81.2               7             2    8.40
## 219            73.5              15             1    5.16
## 220            73.4              15             3    5.79
## 221            49.2               4           556    9.71
## 222            81.8               6             1    2.78
## 223            78.8              13             3   13.63
## 224            58.9              35            19    6.22
## 225            71.6              22             0   11.29
## 226            72.9              14             0    0.96
## 227            73.3              15             1    3.73
## 228            62.8              26            16    7.92
## 229            80.0               8             0   11.53
## 230            77.7              11             0   13.33
## 231            81.1               7             0   11.34
## 232            78.2              18            27    8.74
## 233            76.9              12             0   11.69
## 234            75.5              17            16    1.45
## 235            59.7              32             2    6.47
## 236            73.2              17             1    1.98
## 237            76.5               8             1    1.75
## 238            75.4              16             0    5.16
## 239            76.9              11             1   12.22
## 240            51.8              34           227    1.90
## 241            64.5              23            13    2.37
## 242            48.0               4            42    0.30
## 243            73.1              12             9    0.06
## 244            77.0              16             0   13.25
## 245            75.6              16             1    0.56
## 246            64.8              28          1500    1.37
## 247            68.6              16            27    0.45
## 248            55.0              36           235    1.53
## 249            62.9               2           364    0.04
## 250            75.6              19            21      NA
## 251            51.9              39            14    4.46
## 252            73.0              16             5    3.16
## 253            75.8              15             1    0.54
## 254            74.0              15             1    3.63
## 255            51.5              34            52    0.01
## 256            69.7              19             0    0.01
## 257            73.6              15            12    4.28
## 258            74.7              13            11    7.63
## 259            77.3              13             2    6.24
## 260            55.7              34             3    7.97
## 261            76.7               7             0    1.65
## 262            79.9               8             2   11.36
## 263            73.6              15            13    4.34
## 264            83.0               8             0   10.11
## 265            78.5              18            26    8.71
## 266            79.5               8             4   11.84
## 267            79.1               9             0   10.52
## 268            82.4               5             0    7.31
## 269            65.1              38            21   10.47
## 270            63.7              26             3    0.36
## 271            77.8              11             2    6.06
## 272            55.0              34            60    0.51
## 273            71.4              14             0    4.19
## 274            63.4              24            38    0.05
## 275            75.9               9             1    5.58
## 276            68.2              21             0    4.90
## 277            74.7              18             0    1.47
## 278            62.7              28             8    0.01
## 279            71.0              26             0    8.81
## 280            78.1              11             1    4.01
## 281            67.1              29             0    1.18
## 282            57.5              25            27    0.29
## 283            77.5               1             1    4.29
## 284            60.0              23             7    0.03
## 285            69.4              19             0    5.82
## 286            66.2              22            42    0.70
## 287            74.4              12             1    8.65
## 288            77.3              15             0   14.21
## 289            75.4               1             0    8.82
## 290            73.2              14             1    3.96
## 291            52.8               4            58    5.03
## 292            78.9              16            23    8.82
## 293            78.1               7             0    9.56
## 294            65.8              22             0    7.57
## 295            72.9              18             1   13.28
## 296            73.5              12             0    2.07
## 297            65.5              23          1300    1.93
## 298            74.9              13             3    1.30
## 299            72.8              11            20    0.56
## 300            74.2              17             1    1.64
## 301            77.0              14             0   11.34
## 302            73.2               1             9    0.08
## 303            76.6              16             0   12.10
## 304            74.1               1             1    1.82
## 305            74.2              14             3    1.37
## 306            79.0              13             3   13.89
## 307            71.4              22             0   11.00
## 308            78.0              23             4    8.06
## 309            79.6               8             4   11.47
## 310            65.4              29            49    0.30
## 311            66.0               2          1300    2.50
## 312            74.3              13             3    0.51
## 313            66.5              22             0    1.08
## 314            71.2              23             2    2.83
## 315            76.6              11             1   11.89
## 316            63.4               3             2    0.01
## 317            78.1              14             1    4.13
## 318            55.3              37            24    7.01
## 319            61.0              26            66    1.90
## 320            73.0              24             3    2.97
## 321            78.1              11            27    8.74
## 322            58.3              34            41    1.46
## 323            77.6               8             0    0.01
## 324            81.1               7             0    9.20
## 325            79.2              11             3   13.78
## 326            76.5              19             0   13.03
## 327            81.3               7             2   10.24
## 328            75.4              11            21    0.01
## 329            78.0              16             1    4.15
## 330            74.7              11             1    1.72
## 331            59.4              34             7    1.07
## 332            82.1               6             0   10.15
## 333            74.6              12             3    1.24
## 334            45.4               7            28    4.57
## 335            75.9              17             0    0.01
## 336            57.6              31            42    1.60
## 337            59.1              39             2    1.02
## 338            68.0              22             0    1.76
## 339            84.0               7             0   11.72
## 340            77.5              14             0   11.14
## 341            75.3              14             0    1.03
## 342            76.4              13             0      NA
## 343            73.8              14            10    4.69
## 344            74.8              15             0   11.51
## 345            74.8              13             3    1.29
## 346            65.0              29            17    5.57
## 347            82.2               6             0    1.80
## 348            75.1              15             0    1.23
## 349            68.9              25             0    4.47
## 350            69.4              24            15    2.45
## 351            76.0              14             1    0.51
## 352            74.3              15             4    3.11
## 353            65.8              21             0    4.13
## 354            64.4              28             9    0.01
## 355            76.6              12            32    5.23
## 356            72.0              17            81    6.85
## 357            69.9              22             5    6.29
## 358            82.5               5             0    7.81
## 359            52.1               3             5    2.84
## 360            73.7              13             1    2.10
## 361            64.3              22            38    0.20
## 362            58.6              35            20    4.79
## 363            57.2              27            53    0.01
## 364            77.3              11             0   11.54
## 365            78.1              16             1    3.58
## 366            69.3              21            16    2.41
## 367            72.7              16             5    1.68
## 368            53.5              38             5    2.58
## 369            74.4              14             0   10.58
## 370            72.8              18             1    4.29
## 371            72.6              11             1    3.66
## 372            75.9              12             9    8.35
## 373            69.2              28            14    2.35
##     percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths Polio
## 1               47.0893114          75       0 24.0                 0    97
## 2             4472.6114000          NA       4 54.2                 1    98
## 3             4348.3353100          97       6 64.6                 1    95
## 4              708.6157966          95       0 56.2                 1    99
## 5                0.0000000           9       0 47.1                 0    88
## 6               52.3108628          79       0 33.0                 3    74
## 7               69.4393451          93       0 52.2                12    92
## 8              515.0734795          97      73 67.7                 0    99
## 9                4.6327763          75     760 17.0                83    82
## 10             263.0372838          91       0 53.0                 0    91
## 11             611.9093566          97      37 17.3                 0    96
## 12              60.6506845          99       1 58.0                 0    99
## 13              11.5671563          94       0 44.7                 0    95
## 14               0.0000000          65       0  5.6                37    76
## 15             176.0107106          62       0 45.9                 7    81
## 16              99.0809538          86       0 54.8                 0    96
## 17             547.2101411          98    6071 26.8                12    99
## 18               0.0000000          92     188 69.6                26    93
## 19             530.4832336          NA      11 52.8                 0    97
## 20            1109.9695080          91       0 58.9                 0    92
## 21             334.7672107          98       0 51.3                 1    98
## 22              64.3985334          NA       0 37.5                24    58
## 23             123.0966298          99      18 51.1                 1    97
## 24              21.4112353          88       0 47.1                 4    88
## 25             167.6201552          83       0 74.1                 0    74
## 26            7453.8644000          85      20 53.7                 0    85
## 27              66.7293387          92    6000 46.5                29    94
## 28             417.8038898          92       0 49.0                19    92
## 29            1117.0481340          97     373  6.2                10    96
## 30             230.2524184          96       0 57.3                 0    99
## 31             604.8701316          98      15  6.2                 3    98
## 32              21.9281388          NA   10849 11.9                58    73
## 33              57.7351671          82     394 14.8                20    82
## 34             710.4952397          95     155 56.9                12    97
## 35             400.1342971          94       0 47.8                 4    93
## 36             151.1045552          99       0 36.2                 0    99
## 37              10.2065946          91      46 22.7                29    83
## 38              35.0946264          NA     210 42.1                11    75
## 39             881.7364327          95       0 59.4                42    95
## 40             287.4671305          41       0 69.7                 0    55
## 41            2160.3801990          97       2  6.0                 0    96
## 42              42.2547904          63      11 21.2                43    63
## 43               0.0000000          99   11874 44.9                43    99
## 44               0.0000000          96       0  3.9                 0    96
## 45             630.0540723          77     618  6.8                 1    74
## 46               0.0000000          53       5 54.9                 0    98
## 47             188.1440348          97    7405 64.5                20    98
## 48              44.1205965          62    9081 51.9                37    69
## 49               0.0000000          97     342 66.1                18    97
## 50              31.0943534           8    1939 21.2                63     8
## 51             240.4851202          99       0 43.0                 0    99
## 52             262.8184944          93      98 49.7                 5    96
## 53             147.4549755          94       0 76.2                 0    92
## 54             527.9176618          74     526 59.7                 1    74
## 55              96.2055708          96      18 46.0                 1    97
## 56             367.2556742          98      46 62.9                 0    98
## 57               0.0000000          57      58 15.5                15    56
## 58             629.2018591          95       0 49.3                 0    95
## 59              38.4279083          58    2175 21.3                58    87
## 60               6.9955564          NA       0 39.6                23    61
## 61               0.0000000          96       1 59.1                 0    96
## 62            4793.9049240          96     376 62.1                 2    96
## 63             523.4724284          89       0 54.6                 1    99
## 64            1913.3566420          97      12 61.3                 0    96
## 65              30.4645181          47    1446 14.5               286    61
## 66            5250.2491880          NA   33812 22.9                 5    89
## 67               0.0000000          96     318 43.9                 4    95
## 68              36.6220685          99       0 52.6                 1    99
## 69             578.7254273          NA    8286 23.4                 5    97
## 70              60.3414512          99       0 52.1                 1    98
## 71               5.3817826          65   15853 19.0               201    79
## 72               0.0000000          93       0 48.6                12    92
## 73             196.3808305          98     294 65.6                 9    98
## 74              79.5088249          74       6 19.5                40    73
## 75             373.2628643          98      41 59.3                 4    98
## 76              15.9941519          92     173 15.2                35    89
## 77             518.9359221          95       0 53.8                 1    99
## 78               4.2597525          41    5023 13.9                44    78
## 79              15.7993415          NA      20 22.4                15    66
## 80               8.5740298          89     756 14.4                 1    88
## 81            1150.4180630          99       5 54.8                 0    99
## 82               0.0000000          99       2 62.2                 0    99
## 83              21.2543002          89       0 65.6                 0    94
## 84              14.1677016          78     314 18.1                97    82
## 85            1581.5119140          96       0 59.0                 0    95
## 86              31.1418757          96     495 16.1                34    94
## 87             415.1627705          21    1333 59.0                 5    54
## 88              62.0834353          99       0 58.7                 0    99
## 89               0.0000000           9      55 68.0                28    93
## 90             243.8084750          96       0 61.1                 2    94
## 91             149.3587355          98       0 43.8                 0    98
## 92             288.4016258          NA       0 43.1                18    88
## 93             585.6307861          99       1 55.6                 3    99
## 94              23.9450712          NA    1578 15.6               111    53
## 95              13.4047742           2      13 24.0                 4    24
## 96              45.7135426          93      23  5.5                 0    95
## 97              20.6543287          NA   23068 19.5                65    88
## 98               0.0000000          91     167  2.7               131    94
## 99             149.6598790          95      14 64.5                 1    95
## 100            137.2591943          95       0 76.7                 0    91
## 101            287.2084529           6       0 58.1                 1    96
## 102           2775.3354400          NA       1 56.1                 0    95
## 103              4.9829004          24     165 16.7                80    32
## 104            158.2576025          92      31 53.6                 1    93
## 105              7.5497972          98      10  2.8                16    98
## 106              5.2347703           6   41144 14.4              1900    67
## 107              0.0000000          99       5 63.1                 0    99
## 108             45.3378868          88     122 22.9                52    88
## 109            134.3547253          NA       2 62.3                 0    94
## 110              0.0000000           6       0 49.9                18    56
## 111             19.6851026          57      89 19.8                47    59
## 112           1346.2466970          95       0 57.0                 0    99
## 113            420.1153538          99       3 53.1                 4    99
## 114              0.0000000          69       3  2.5                38    71
## 115              0.0000000          92       1  6.3                 0    92
## 116            352.0244894          89       0 44.5                17     9
## 117            594.6453102          98      16 59.3                 3    98
## 118              0.0000000          82       0 61.8                 0    89
## 119            685.0299083          84       0 52.6                 0    84
## 120            201.7490628          85       0 55.6                 1    87
## 121             50.2855822          NA       0 35.6                26    54
## 122             60.1859177          88     722 17.0                15    87
## 123            166.1913728          99       0 53.5                 1    99
## 124              5.8895262          99       0 56.6                 0    99
## 125            428.7490668          98       0 57.2                 1    98
## 126           1078.6624400          99      11 27.0                 0    99
## 127            472.2234994          95       0 45.9                15    96
## 128            220.3936990          81    3289 47.9                23    86
## 129            206.0716860          99     304 52.2                 0    94
## 130             53.0845165          99       2 54.7                 3    99
## 131            216.7029481          95     408 27.9                 4    94
## 132            289.7418649          87       0 48.2                 8    86
## 133              4.4842546          99       0 53.0                 1    98
## 134             31.0693259          NA       1 21.3                 7    76
## 135            321.7694175          92      22  5.6                 4    95
## 136          12829.2540800          NA       0 57.0                 0    94
## 137            397.7533689          NA       0 55.5                 0    96
## 138              0.0000000          86       4 59.9                 0    97
## 139            239.5751391          99      10 66.3                 1    99
## 140            353.2438029          28       0  3.8                 3    44
## 141            327.1618128          93       0 49.9                 0    93
## 142             22.3162427          96       7 46.9                 2    96
## 143              3.1813736          94       6 23.6                61    94
## 144             25.3115596          83       0 42.1                 0     9
## 145             62.4841955           8      35 28.8                12     8
## 146            416.4338399          91       0 52.1                 2    91
## 147              3.6764658          NA     717 16.5               108    65
## 148             40.1512846          96       0 17.6                32    96
## 149             21.9007523           7       9 41.1                 0    67
## 150              0.0000000          73       1  3.8                12    67
## 151           1475.0303970          51    2632 61.0                 1    97
## 152             64.8561672          98       1 56.5                 3    98
## 153            689.9440223          89       0 69.4                 0     9
## 154              0.0000000          92     667 69.1                27    93
## 155            648.1331781           9       0  6.2                 0    94
## 156           5219.6688020          96     372 61.0                 2    96
## 157             28.9013523           9       0 43.8                 0    93
## 158           3979.0577280          81       0 51.2                 0    82
## 159            220.4916851          98      13 58.4                 2    96
## 160            510.6035166           8       8 58.6                 1     8
## 161              8.3091529          94      11  2.3                36    93
## 162              2.8191245           9     350 27.1                 4    87
## 163              0.0000000          43      13 54.2                 9    47
## 164             88.9704021          88     375 18.2                66    89
## 165              0.0000000          91     336 18.0                 6    84
## 166             18.8453431          NA    2064 16.4               495    65
## 167            293.0196601          79       0 46.1                 8    65
## 168              0.0000000          85       0 62.4                 0    84
## 169             12.0555200          63    1222 41.1                15    61
## 170             39.0825855          85     187 22.0                21    85
## 171             23.4353349          96      84  6.4                 2    95
## 172          10769.3630500          91     340 66.1                 1    92
## 173              0.0000000          NA       0   NA                50    NA
## 174            575.6748069          NA    4076 31.0                 4    83
## 175            312.7995946          96       0 42.6                 0    95
## 176             21.5337494          NA       0  2.7                 8    74
## 177              0.0000000          16    1250 24.5                 4    17
## 178            170.6325842          93       0 39.6                 1    92
## 179           3632.2431210          95       2 61.8                 0    99
## 180             97.8719332          75       0 77.1                 0    79
## 181            243.7539129          92      30 55.0                 1    94
## 182              0.0000000          96       0  5.3                 0    96
## 183              1.5866846          79   70549 23.4               427    87
## 184             59.1884515          65     908 52.5                37    69
## 185            379.7659054          96       1 51.4                 4    97
## 186            209.4875875          92       0 58.7                 2    95
## 187            233.8488603          NA       0 39.8                 5     9
## 188             30.4670390          95       0 75.7                 0    95
## 189             21.2369885           4    2046  2.5                61     9
## 190              0.0000000          92      63 66.9                30    93
## 191              0.0000000          97      88 23.2               121    97
## 192             11.7968611          99      42 26.1                 0    99
## 193           7878.3723550          92      36 56.1                 0    92
## 194           4816.5896130          NA       1 58.1                 0    97
## 195             75.6106291          91       0 54.7                 0    87
## 196            173.9825629          91       0 51.4                 0    91
## 197           1154.8934730          98       0 52.8                 1    99
## 198            295.6087143          93      13 54.1                 1    95
## 199           2084.2555350          NA    2022 54.6                 0    96
## 200             18.2166142          91       0 75.2                 0    95
## 201            102.6334350          76   19456  2.5               188    77
## 202             16.8873509          64    2486 13.0               122    36
## 203              0.0000000          97     116 59.7                 0    96
## 204            453.7830847          46   12746 59.6                 5    72
## 205             26.4072659          99      73 51.4                 6    98
## 206            423.6804590          95     131 65.4                 2    96
## 207              0.0000000          89       0 62.8                 0    88
## 208              0.0000000          99      15 65.1                 0    99
## 209            183.6980778          NA    5129 28.7                 3    44
## 210              0.8687085          NA     126 17.9                 9    56
## 211              1.3996267          57       3 19.4                48    46
## 212             73.8658492          88       0 23.7                 2    87
## 213             60.2121114          83      33 18.0               101    78
## 214              0.0000000          31     890 32.2                61    64
## 215            246.5686008           8       0 48.0                 6    85
## 216              0.0000000          71     740 55.2                 9     5
## 217            154.9630863          86       0  5.7                 0     9
## 218           8649.6749110          56      99 64.1                 2    88
## 219             26.9931214          98       6 49.9                 1    97
## 220            472.1932825          89       0 47.1                 3    84
## 221              6.4162528          18  110927 19.3               893    45
## 222           3830.1845870          97     211 63.8                 1    94
## 223           3410.2844310          26   10000 54.6                 4    98
## 224             60.7781587          NA     159 34.8                27    52
## 225             80.9971005          95       1 57.8                 0    91
## 226              7.0339808          82       0 73.3                 0    84
## 227            104.5169157          96      16 46.9                 1    98
## 228             63.7872363          97     121 18.3                23    93
## 229          18961.3486000          94       1 58.4                 0    96
## 230           2813.9852850          94       7 54.1                 1    93
## 231           2284.5821500          94       2  6.1                 0    99
## 232              0.0000000          94     140 65.7                31    94
## 233            508.7496912          NA      14 52.2                 0    97
## 234            181.9083783          96     565 65.3                19    96
## 235            352.2323650          NA       0 29.8                 3    44
## 236             70.1320784          77      36 59.1                 1    77
## 237           3663.7645020          96     132 58.6                 1    96
## 238              8.2403559          94     166 51.5                 0    95
## 239           1657.3283520           7       0  5.9                 1    96
## 240              0.0000000          NA    8072 15.3               332     3
## 241              0.0000000           8       0 44.7                17    82
## 242             26.8743907          NA   24908 14.1                75    26
## 243            816.4795082          96    1880 59.4                11    96
## 244              0.0000000          99       2 62.6                 0    99
## 245            129.2260751          99       3 51.8                 1    99
## 246             34.8594267           6   64185 13.9              2000    66
## 247             63.4214002          43    7368 44.8                32    95
## 248              0.0000000          NA   80123 17.3               327    62
## 249             30.5932077           7    2981 18.9               459    78
## 250              0.0000000          95      63 59.5                24    95
## 251             12.1970974          NA    5977  2.2                20    56
## 252            222.4823338          93       0 44.3                 6    94
## 253            158.2770800          99       5 52.0                 1    99
## 254            194.0925690          97       0 47.2                 1    99
## 255              0.0000000          NA    1149  2.7                84     4
## 256             50.5394840          99       0 61.9                 0    99
## 257            113.2436346          88       0 54.2                15    88
## 258            719.3663797          81       0 56.3                12    91
## 259             74.1484295          NA       0 54.0                 3    91
## 260            115.0692415          NA      78 21.7                 4    57
## 261              3.9686960          99       0 62.2                 0    99
## 262           8285.2646550          87     917 59.0                 3    95
## 263            941.6464045          92       0 53.5                15    92
## 264            713.5297354          97     576 62.3                 1    98
## 265              0.0000000          92      71 66.3                31    93
## 266              0.0000000          NA    1022 61.9                 4    92
## 267           3505.3894340          NA       0 56.4                 0    96
## 268            764.5440691          NA       0  6.2                 0    91
## 269              2.6425271          43    2072 54.2                25    97
## 270              7.1271447          NA     203 13.5                 3    55
## 271            675.7808443          NA       0 55.4                 3    97
## 272              4.3958857          NA    4464 16.1               110    56
## 273            240.1397150          91       0 23.7                 0    94
## 274              0.0000000          79      13 35.1                49    79
## 275             32.2465523          98      22 51.7                 1    99
## 276            251.6586929          96       0 41.4                 0    96
## 277              0.0000000           9     217 57.4                 0    95
## 278              8.8802812           8      62 29.4                12     8
## 279             80.0328375          98       0 56.6                 0    99
## 280            818.8771016          96       0 56.9                 1    99
## 281            195.5259417          81       0 41.3                 0    89
## 282              5.3973685          NA    5839 17.5                50    49
## 283            868.3713593           8       0 46.4                 1    92
## 284              8.5945702          NA       0 21.1                11    58
## 285             11.8510013          94       0 36.8                 0    94
## 286             38.3379346          75    1010 22.1                55    76
## 287            106.1646860          94      44 49.9                 1    88
## 288           2283.8917960          94       8 52.5                 1    96
## 289            294.9056584          94       0 53.7                 0    95
## 290              2.8888979          89       0  5.1                 1    91
## 291             73.0327619          79     605 23.3                93    79
## 292              0.0000000          91     187 68.6                27    93
## 293            950.8027925          89       0 52.8                 0    97
## 294            497.4719464          97       0 44.1                 1    97
## 295            146.8608016          NA       0 58.2                 1    99
## 296              0.0000000          NA       9 54.5                 0    95
## 297             43.0304331          29   44258 14.9              1800    69
## 298            585.8776761          97      48 58.3                 3    97
## 299            183.6592186          98     633 53.6                23    99
## 300            262.9589578          92      69 54.1                 1    94
## 301           4801.5461250          NA      32 53.3                 0    98
## 302           1395.4549650          96     807  6.9                10    96
## 303            206.8868182          97       7  6.6                 0    97
## 304            534.5795695          78     956 61.4                 1    75
## 305            379.5139945          97      15 52.2                 4    98
## 306           3451.1850790          28       0 55.2                 4    98
## 307            561.9168642          94     103 57.5                 0    97
## 308              5.6638493          22       0  6.7                 5    45
## 309              0.0000000          NA    1445 62.5                 4    92
## 310             17.4829375          92     190 19.8                65     9
## 311              0.8441863          37   56188 15.4              1700    73
## 312              9.2300263          96    1569 36.3                 4    96
## 313            156.2847968          75       0 39.6                 0    78
## 314             52.3017222          99       0  5.8                 3    99
## 315            167.3280168          58      45  5.1                 1    96
## 316             12.8344736          95       7 36.2                 3    96
## 317            750.7147641          93       0 55.4                 1    99
## 318             39.4466672          95     129 15.4                38    95
## 319             60.3368571           6     228   NA                99    77
## 320             29.6852937          81       0 47.0                 4    81
## 321              0.0000000          93      43 65.1                32    93
## 322             53.2377598           8      60 21.8                62    81
## 323            269.1432784          99       1  4.2                 0    99
## 324            924.5653683          93      68 65.9                 0    93
## 325           3779.6552730          29    5185 55.8                 4    97
## 326              0.0000000          98       7 61.8                 0    98
## 327           5596.5352030          97     297 62.3                 2    97
## 328             54.2373183          95       0 58.4                24    95
## 329           1185.4123460          88       0 51.4                 1    89
## 330           2598.8428270          92      53 56.0                 1    94
## 331              5.0646890          96      19 13.9                 9    96
## 332          14714.8258800          NA     958 55.0                 0    96
## 333            469.6282925          98       4 53.9                 4    98
## 334             34.2621688          68     212 27.9                45    71
## 335            726.0291764          87       0 61.3                 0    91
## 336              3.3364380           8   12289  2.7                63     8
## 337            121.4812077          NA      49  3.6                 2    72
## 338            253.8196705          99     305 53.2                 0    95
## 339           6386.9543700          95     285 59.7                 0    95
## 340           2503.7142580          NA       0 54.1                 0    95
## 341              0.0000000          97       4 59.1                 0    98
## 342              0.0000000          99       0 47.7                 0    86
## 343            570.4532468          93       0 51.5                13    92
## 344             17.8212188          NA       5 62.4                 1    99
## 345            623.2120325          98      11 57.4                 3    98
## 346             38.1090426          NA       0 38.5                24     6
## 347            638.0001097          96     148 32.1                 0    96
## 348              0.0000000          98       7 58.5                 0    97
## 349            418.9206608          83       0 51.1                 0    84
## 350            249.3262948          NA       0 42.4                19    84
## 351           1055.8354930          98      13 52.3                 1    99
## 352            311.7553193          97       0 49.3                 4    97
## 353             11.1360875          98       0 26.2                 0    99
## 354              0.0000000          79      32 19.4                12    78
## 355            150.4088750          82       0 62.1                37    83
## 356            186.6090485          96       0 46.9                93    99
## 357             24.4447371          95     321 52.3                 5    95
## 358           6818.5464070          NA       0 59.7                 0    89
## 359              6.6994187          NA       0 17.4                 9    52
## 360            618.3614858          75     213  6.2                 1    74
## 361              2.7909653           2   13344 12.9                50    76
## 362             74.4603304          NA     992 34.0                28     5
## 363             96.5465827          66     341 21.9                88    72
## 364            650.9813544          NA       0 53.9                 0    96
## 365           2377.0102990          89       0 55.5                 1    93
## 366             25.2504092          NA       0 41.7                20    82
## 367             53.6127864          NA     309 14.6                 6    98
## 368             13.5299956          NA    3526 19.6                 8    69
## 369              0.0000000          99       0 54.2                 0    99
## 370             14.7192888          97       8 47.9                 1    97
## 371             91.7115405          96     662 45.0                 1    97
## 372           1133.5580030          91       2 61.0                10    99
## 373             41.5084564          87       0 43.8                18    87
##     Total.expenditure Diphtheria HIV.AIDS          GDP Population
## 1                7.84         97      1.2    843.89447     159328
## 2                8.46         98      0.1  35245.16470    1622532
## 3                7.81         95      0.1  37582.84624      82157
## 4                1.79         95      0.1   5376.44762         NA
## 5                  NA         96      0.3  17321.83373      13692
## 6                3.43         76      8.0    763.66223    1586754
## 7                5.30         93      0.2    522.49319   29373646
## 8                2.15         97      0.1   8834.87958         NA
## 9                1.78         82      0.6    296.97284   48846474
## 10               7.57         91      0.1  15472.78140         NA
## 11               5.89         96      0.1   3853.33348        312
## 12               4.26         99      0.1   3369.48247     851967
## 13               6.35         95      0.1    741.48438         NA
## 14                 NA         77      0.1           NA   24939299
## 15               5.10         79      0.1   3851.43787      85813
## 16               5.81         96      0.5    833.31332      52613
## 17               4.11         99      0.3   4212.54920   66881867
## 18                 NA         95      0.1           NA         NA
## 19               9.10         97      0.1   3751.64946    5358783
## 20               6.55         92      0.1  11326.21947     297555
## 21               6.50         99      0.1   2994.33999         NA
## 22               5.61         55      4.3    387.94297    9119178
## 23               2.10         99      0.1   2275.35360         NA
## 24               6.33         88      0.3    124.99262     545211
## 25              12.23         82      0.1   1413.32340       9844
## 26               1.40         85      0.1  46586.65250    8295487
## 27               5.31         94      0.1   1413.75718   29512368
## 28               5.92         92      0.1   2246.25747   42152151
## 29               3.42         96      0.1  13739.82945         NA
## 30               7.40         99      0.1   3215.81590      19876
## 31               7.00         98      0.1   4271.68172    1114398
## 32               5.36         72      0.1    248.61835   24161777
## 33               3.75         82      0.9    631.67579   13676693
## 34               4.49         97      0.1   8643.49440         NA
## 35               7.61         94      0.3   2519.73739    5971535
## 36               3.37         99      0.1   1557.77892      91359
## 37               4.31         91      0.4    136.45180    1373513
## 38               4.67         76      0.1    655.97433       8486
## 39               6.60         95      0.1   7748.12331   11555228
## 40               4.47         49      0.1   2571.26235     179929
## 41               8.18         96      0.1  14157.14416     442978
## 42               4.73         63      2.0    459.29120     113517
## 43               4.47         99      0.1           NA         NA
## 44                 NA         96      0.2   1624.63963     195553
## 45               8.42         77      0.1   5339.44129    3986852
## 46               7.95         97      0.1           NA         NA
## 47               5.38         98      0.1  12542.93565   75787333
## 48               5.61         74      0.1   1391.81692    2631669
## 49                 NA         97      0.1   1979.52569   78271472
## 50               3.12          8      3.4    373.28155    2446782
## 51               6.66         99      0.1    948.65925     481422
## 52               5.32         96      0.1   2346.59370    9864326
## 53               1.37         94      0.1   1763.81550      16613
## 54               9.30         74      0.1   5425.66970     371464
## 55               6.00         97      0.1   1326.97339      36173
## 56               4.98         98      0.1  24983.37920         NA
## 57               4.14         57      0.2           NA         NA
## 58               5.79         95      0.2   4688.53844     344181
## 59               2.22         84      0.5   1171.58257    5986514
## 60               5.70          6      3.3     55.47626     949457
## 61                 NA         96      0.1           NA         NA
## 62               9.28         97      0.1  34814.12436   59539717
## 63               7.67         89      0.1   4669.69160         NA
## 64               7.80         96      0.1  14539.18421     428622
## 65               4.69          5      2.8    243.32682       8149
## 66               7.85         96      0.1  32289.35540     127445
## 67               6.48         96      0.1           NA         NA
## 68               5.87         99      0.1    437.53965    2947314
## 69               8.00         97      0.1   3488.39920     127718
## 70               6.31         72      0.1   3192.66938         NA
## 71               2.79         72      0.1    126.92883   22671273
## 72               5.76         93      0.2           NA         NA
## 73               3.86         98      0.1   2533.94620         NA
## 74               4.15         74      0.4    461.72372   22961146
## 75               8.35         98      0.1   2762.86354    6193191
## 76               7.86         92      2.9    196.24726    8212264
## 77               9.39         89      0.1   3779.57700         NA
## 78               5.72         75      0.2    317.89198    2564287
## 79               1.90          6      3.0    178.92799    3375838
## 80               5.91         88      0.1     87.93877       5896
## 81               3.80         99      0.1  12868.21100         NA
## 82               6.52         99      0.1           NA         NA
## 83               5.31         95      0.1    154.68923      17461
## 84               7.22         78      3.2    719.17267   38833338
## 85               6.22         95      0.1  12297.91535    3231294
## 86               8.82         96      1.9    231.19433     876693
## 87               6.98          5      0.2   3569.75727      45761
## 88               4.23         99      0.1   3651.96678      85995
## 89              17.20         94      0.1           NA         NA
## 90               6.35         98      0.1  14341.67500    3811735
## 91               4.86         99      0.1   1312.46692         NA
## 92               6.77         87      0.4   1872.73783   12796925
## 93               6.18         99      0.1   4129.97733    1521834
## 94               6.29         43      2.5    269.34838     196769
## 95               3.80          2      4.4    192.59733    1129424
## 96               8.50         93      0.1   2968.41186     378153
## 97               3.00         88      3.6    263.11247   18938762
## 98               5.30         91      4.6           NA         NA
## 99               7.93         95      0.1   7674.86559    7265115
## 100              1.15         95      0.1   1724.36174      18535
## 101              8.12         95      0.1   2327.45910     125125
## 102              7.43         98      0.1  24913.24452      51888
## 103              3.31         24      4.4     84.45594    1152786
## 104              8.57         92      0.1   4142.86917       3825
## 105              7.53         98      0.4     76.56995   11345357
## 106              4.23         64      0.3    118.16637 1179681239
## 107              7.85         99      0.1           NA         NA
## 108              2.28         88      0.3   1262.89378   51924182
## 109              6.83         94      0.1   1139.56510       3987
## 110                NA          6      0.5    814.54640     171161
## 111              3.21          6      2.3    437.44672    1323142
## 112              7.95         99      0.1   8289.69641     465158
## 113              5.64         99      0.1   3371.71231    1196136
## 114                NA         69      0.3     41.85760    2423488
## 115                NA         91      0.1           NA         NA
## 116              7.70         89      0.4   2256.56724     133978
## 117              7.26         98      0.1   4199.47253    1114558
## 118                NA         89      0.1   6461.19255     622159
## 119              5.92         84      0.8   5761.39536       5975
## 120              7.25         85      0.1   1589.82713    3772938
## 121              5.47         48      4.8    393.16327    8834733
## 122              5.64         88      0.3    882.49146   14537886
## 123              3.55         99      0.1   2458.45226         NA
## 124              3.74         99      0.1    478.82327     834812
## 125              5.88         98      0.1   4575.76379     288914
## 126              3.60         97      0.1  16468.12886         NA
## 127              6.65         95      0.4   2794.22189     146366
## 128              3.54         86      0.1   2598.98230    3283196
## 129              3.48         93      0.1   2259.55796     815691
## 130              5.63         99      0.1    431.93260     147336
## 131              3.40         94      0.1   4167.36439   24198811
## 132              4.26         87      2.0   3681.59930    9237566
## 133              6.14         88      0.1    339.71626         NA
## 134              6.10         74      5.7    481.69498    1445958
## 135              5.36         95      0.1   2761.96925    9939678
## 136              8.43         94      0.1  74114.69715     466677
## 137              7.22         99      0.1  24253.25420     517629
## 138              6.80         98      0.1           NA         NA
## 139              2.38         99      0.1   3549.26132         NA
## 140              2.76         45     10.9   6741.29395     143126
## 141              6.21         93      0.1  16523.32388         NA
## 142              4.70         96      0.1    265.35366     271265
## 143              5.30         94      2.6     19.68672     227212
## 144              7.83         89      0.1     88.87486     469885
## 145              3.36          8      1.2   1364.28374     383239
## 146              6.83         91      0.3   3366.48213    6137276
## 147              6.32         61      2.3    334.22416   11638929
## 148              8.30         96      1.0    282.75553      96186
## 149              3.28         71      0.1   1469.84915      18563
## 150                NA         73      0.9   1158.25647    4182341
## 151             11.40         97      0.1  51574.48942    1684432
## 152              6.54         98      0.1    414.15177    1639931
## 153              6.52         89      0.1   2594.74999       1141
## 154             17.14         95      0.1           NA         NA
## 155              7.25         94      0.1   6586.71929       6261
## 156              9.42         96      0.1  35849.37364   59277417
## 157              6.42          9      0.1    146.93113      49294
## 158              1.27         83      0.1  26351.37568     881957
## 159              6.88         99      0.1  12599.52486    3842794
## 160              1.90          8      0.1   5253.12260    3359859
## 161              4.72         94      0.7     95.39785   11873557
## 162              5.71         85     50.6     22.99449     187392
## 163              3.25         45      0.1           NA      24271
## 164              5.91         88      0.7    699.45285    1772723
## 165              3.61          8      2.0           NA         NA
## 166              2.79         62      0.1    533.86241  138523285
## 167              5.53         79      2.3   2372.62883     896776
## 168              8.20         84      0.1           NA         NA
## 169              6.42         72      1.5     77.57735     631479
## 170              5.21         85      2.6    562.33936    6679282
## 171              6.40         99      0.1   1378.54911     384196
## 172              9.42         92      0.1  62214.69120    2346694
## 173                NA         NA      2.7           NA      67656
## 174              8.50         83      8.7   4153.49788      21374
## 175              4.53         96      1.5   3679.99523      26913
## 176              5.87         71      5.6    418.94454    1412669
## 177                NA         16      4.2   1347.31257    1175389
## 178              4.67         93      1.1   1945.63950      74961
## 179              9.41         99      0.1  28827.32636    1148473
## 180              1.21         75      0.1   1684.54274      11458
## 181              2.48         94      0.1   3161.52935         NA
## 182              4.99         96      0.1           NA         NA
## 183              4.72         87      0.1    158.66846     129675
## 184              4.13         65      0.1   1849.63911     278426
## 185              5.63         97      0.1   3112.83529      11761
## 186              6.35         96      0.1   1526.87746   16491687
## 187              7.61         89      0.1   1417.26582     546624
## 188              1.42         99      0.1   1692.61328      14656
## 189              1.87         84      0.5   1186.42394     555331
## 190             17.20         95      0.1           NA         NA
## 191              5.58         97      1.4           NA         NA
## 192              3.50         99      0.1    188.44826         NA
## 193             11.17         92      0.1  48333.57273    8429991
## 194              8.43         97      0.1  38969.17163     524696
## 195              9.46         89      0.1    535.86555     364999
## 196              6.67         91      0.1  15534.15740         NA
## 197              2.76         98      0.1  21268.75640         NA
## 198              4.48         93      0.1   3994.71236      29622
## 199              1.29         95      0.1  72119.56870    7647675
## 200              1.52         91      0.1   1493.16510      12652
## 201              3.10         73      0.2   1855.93915  232989141
## 202              7.76         36      0.1    187.84595   21979923
## 203              6.48         95      0.1           NA         NA
## 204              7.47         76      0.2   3855.42128     455933
## 205              4.30         98      0.1   1389.85610    1735275
## 206              9.10         96      0.1   2921.93420     466245
## 207              9.69         92      0.1           NA         NA
## 208              7.49         98      0.1           NA         NA
## 209              3.23         45     10.1   3976.14887    1262259
## 210              5.40         53      3.6     39.48675    1267512
## 211              3.80         63      2.4     49.45678     196727
## 212              6.75         87      0.8    852.95438     759385
## 213              6.34         77      1.9    487.94256   12798763
## 214              4.22         65      0.1           NA         NA
## 215              5.33         81      0.1   5842.85784     954332
## 216              3.25         41      0.1           NA    1989141
## 217              6.17         86      0.1   1595.91232         NA
## 218             11.20         89      0.1  47447.47620     345274
## 219              6.12         98      0.1    279.14293     311487
## 220              9.42         89      0.1   3988.11894    6293783
## 221              4.11         36      5.4     87.89387  138939478
## 222              7.73         94      0.1  32569.59683       7915
## 223              9.77         97      0.1  22465.64184    6912498
## 224              5.63         45      5.0    413.73832    8692567
## 225              6.46         94      0.1    555.53567    3415213
## 226              4.60         82      0.1    445.18866      14577
## 227              6.30         98      0.1   1453.64278       3511
## 228              7.91         97      2.3    563.49149    1246842
## 229              7.34         99      0.1 114293.84330      48865
## 230              9.98         93      0.1  18784.94850      15333
## 231              7.18         99      0.1  16749.13600      53946
## 232             16.20         96      0.1           NA         NA
## 233              8.70         97      0.1   3743.55917    5339616
## 234              5.41         96      0.1  12127.22522     773628
## 235              3.48         45     11.0   4892.11618    1328146
## 236              1.50         77      0.1   5436.59522    3522837
## 237              3.45         96      0.1  42112.23565         NA
## 238              8.37         95      0.1    418.29218       3774
## 239              9.10         97      0.1  11729.14616    1362722
## 240              2.67          3      2.4           NA         NA
## 241              5.30         88      0.2           NA         NA
## 242              6.90         26      4.8    197.31564     866312
## 243              3.58         96      0.1  11138.87460         NA
## 244              6.82         99      0.1           NA         NA
## 245              2.74         99      0.1   1928.74739         NA
## 246              4.25         65      0.3    792.25970 1161977719
## 247              4.18         95      0.1   1332.38236   28849621
## 248              3.39         62      2.0           NA         NA
## 249              2.91         77      0.1    711.46995   15399667
## 250                NA         95      0.1   4132.76292   39871528
## 251              5.91         46      3.1    183.41500    2884522
## 252              7.89         94      0.7   1592.57218     777972
## 253              2.49         99      0.1   2986.36000         NA
## 254              4.22         95      1.5   4313.16820     276279
## 255                NA          4      0.9           NA         NA
## 256              4.49         99      0.1    546.37280      88586
## 257              6.76         88      0.1    625.65544    4591897
## 258              6.84         98      0.1   4251.57435   38728696
## 259              6.40         91      0.1    511.36848   15262754
## 260              5.32         43      7.3   1653.29370      99111
## 261              4.69         99      0.1    251.18329         NA
## 262              1.39         96      0.1  45699.19832     821197
## 263              7.10         92      0.1   5148.42211   45416181
## 264              1.42         98      0.1   4772.77415    1147744
## 265             17.00         95      0.1           NA         NA
## 266              8.42         92      0.1           NA         NA
## 267              9.38         96      0.1  24633.79785     239669
## 268              8.75         91      0.1   4781.38880     323764
## 269              5.67         96      0.3     21.36239   14597683
## 270              1.50         55      0.1    478.33186     126484
## 271              6.48         97      0.1   4463.54587   15623635
## 272              6.39         49      2.4     36.84732   11293258
## 273              5.60         93      0.8   1976.45856     467664
## 274              4.92         79      0.1           NA         NA
## 275              6.10         98      0.1    363.13685      29717
## 276              4.50         96      0.4   3419.27572     254984
## 277              6.83         95      0.1           NA         NA
## 278              3.63          8      1.1    145.57838     394617
## 279              6.51         99      0.1   6351.81250    2263122
## 280             11.78         96      0.1   5484.77630         NA
## 281              5.64          9      0.1    818.44262     458324
## 282              4.63         52      0.5    473.45338     988452
## 283              7.25         91      0.1   3981.52847    3996798
## 284              5.26         51      1.1    477.47612     279359
## 285              5.22         94      1.0    129.51914     129535
## 286              2.16         75      0.4   1168.83947   51448196
## 287              8.17         98      0.1   2492.12878        482
## 288              9.54         99      0.1  15772.73340    1458821
## 289              7.47         94      0.1  15359.66971         NA
## 290              3.80         89      0.1     41.26997      29822
## 291              4.75          8      7.4    952.18725    1742795
## 292             16.90         94      0.1           NA         NA
## 293              5.77         97      0.1  14672.88260     943286
## 294              6.57         97      0.3   3785.93566      75391
## 295              8.80         99      0.1   1259.52660     117146
## 296              8.64         94      0.1           NA         NA
## 297              4.34          7      0.3    991.48463  119714696
## 298              7.18         97      0.1   4137.55421    1886668
## 299              5.86         99      0.1   2834.24720    3249639
## 300              2.38         94      0.1   3371.26869         NA
## 301              9.33         98      0.1  33228.69291    5375931
## 302              3.55         96      0.1  15334.66994         NA
## 303              8.25         97      0.1   1355.74586    4417781
## 304              8.83         78      0.1   5372.65899      45735
## 305              5.57         98      0.1   3194.56224     112482
## 306              9.89         97      0.1  22527.31775   61357431
## 307              6.40         95      0.1   4146.98793     344367
## 308              7.10         23      0.2    314.65830   45271947
## 309              8.85         92      0.1           NA         NA
## 310              1.92          9      0.5    987.73658    5155896
## 311              4.38         74      0.2     19.31777  121427132
## 312              3.89         96      0.1    145.12620   28635128
## 313              6.90         78      0.1    784.95629     435262
## 314              6.32         99      0.3    334.83817     683475
## 315              9.14         96      0.1   1152.39681    1289898
## 316              6.27         95      4.4    729.23145     289315
## 317              1.42         93      0.1   5184.49423         NA
## 318              6.83         95      7.1    287.93188    8991735
## 319              3.93         78      0.2    893.87936     316764
## 320              7.90         81      0.4    248.41250      59433
## 321             15.57         96      0.1           NA         NA
## 322              3.96          8      3.2    423.19364    2986536
## 323              2.65         99      0.1   4159.86520         NA
## 324             11.53         93      0.1   3997.25624         NA
## 325              1.22         97      0.1  24275.24260    6185267
## 326              6.69         98      0.1           NA         NA
## 327              8.80         97      0.1  35578.73619    4595416
## 328              7.21         95      0.1    547.85170   39113313
## 329              7.82         89      0.1   5245.18737     438794
## 330              2.72         94      0.1  31311.35936         NA
## 331              2.97         96      1.6    276.75896      39697
## 332             11.00         95      0.1  69672.47100    7743831
## 333              5.64         98      0.1   3778.18417     129887
## 334              5.12          7     26.8    414.79623   13124267
## 335              6.42         91      0.1   7378.34529      62181
## 336              3.70         78      3.5     39.48447   19924522
## 337              7.50         72      3.7    965.66938      79628
## 338              3.35         94      0.1   2835.97397     816628
## 339              8.15         95      0.1  52567.52568    4576794
## 340              8.50         95      0.1  18169.18910       2474
## 341              6.70         98      0.1           NA         NA
## 342                NA         99      0.2  13566.95410         NA
## 343              5.36         93      0.3   4166.93387      29157
## 344              7.84         99      0.1   1448.87958    9971727
## 345              7.15         98      0.1   4256.91279    1761467
## 346              4.41          6      3.9    465.31188     926344
## 347              3.93         96      0.1  53166.67581         NA
## 348              6.76         95      0.1           NA         NA
## 349              6.78         83      0.6   3595.88550     498946
## 350              6.88         84      0.4   1753.34947     125478
## 351              2.52         98      0.1  22134.91600         NA
## 352              9.15         97      0.4   2136.77395    8657785
## 353              6.65         98      0.9    199.57146      17813
## 354              2.12         79      0.3           NA         NA
## 355              6.30         83      0.1   1298.86766  122535969
## 356              7.70         99      0.1   3623.47667  184738458
## 357              4.36         95      0.1   1286.56511   17289224
## 358              8.68         89      0.1  44333.85180      32716
## 359              4.94         49      3.1    297.75194    1243229
## 360              8.91         75      0.1   5424.22356    3863267
## 361              5.48         78      0.1    253.72412    2495623
## 362              6.60         41      5.1    462.48652      85492
## 363              6.47         66      1.5    777.34769      16667
## 364              9.51         96      0.1   4458.77640     539574
## 365              9.66         88      0.1   8199.41462     454528
## 366              6.71         82      0.3    171.77149    1228848
## 367              3.81         98      0.1    837.69979      18797
## 368              5.41         64      5.0    393.31382     135345
## 369              7.76         99      0.1           NA         NA
## 370              6.27         97      0.1    189.68156     339616
## 371              6.26         97      0.1   1175.78898      38927
## 372              5.20         91      0.1  12969.77120    4296739
## 373              6.79         87      0.4    277.83438     139628
##     thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                    6.9                6.8                           0.521
## 2                    1.1                1.0                           0.881
## 3                    1.2                1.1                           0.895
## 4                    3.4                3.2                           0.771
## 5                    5.7                5.9                           0.779
## 6                    6.7                6.5                           0.652
## 7                    1.1                1.1                           0.708
## 8                    5.1                4.7                           0.843
## 9                   13.2               13.5                           0.474
## 10                   3.8                3.8                           0.792
## 11                  14.5               14.6                           0.617
## 12                   4.0                3.7                           0.704
## 13                   3.8                3.8                           0.741
## 14                   5.5                5.3                           0.614
## 15                   2.8                2.9                           0.708
## 16                   3.5                3.4                           0.700
## 17                   8.3                8.5                           0.706
## 18                   0.8                0.6                              NA
## 19                   1.3                1.0                           0.862
## 20                   2.2                2.3                           0.815
## 21                   3.5                3.3                           0.692
## 22                   4.5                4.5                           0.450
## 23                   6.9                6.8                           0.765
## 24                   2.0                1.9                           0.597
## 25                   0.2                0.1                           0.572
## 26                   1.7                1.9                           0.860
## 27                   6.6                6.5                           0.540
## 28                   2.5                2.2                           0.659
## 29                   7.2                7.3                           0.761
## 30                   0.9                1.0                           0.849
## 31                   6.5                6.4                           0.722
## 32                  18.3               19.0                           0.446
## 33                  11.3               11.5                           0.495
## 34                   7.3                7.3                           0.742
## 35                   2.0                1.9                           0.628
## 36                   5.7                6.0                           0.766
## 37                   1.0                9.9                           0.463
## 38                   3.2                3.1                           0.636
## 39                   1.7                1.6                           0.738
## 40                   0.2                0.2                           0.671
## 41                   1.7                1.6                           0.803
## 42                   8.0                8.0                           0.385
## 43                   7.8                7.9                           0.660
## 44                   5.5                5.3                           0.565
## 45                   4.7                4.6                           0.000
## 46                   2.5                2.6                           0.000
## 47                   4.9                4.7                           0.754
## 48                   5.4                5.2                           0.603
## 49                   4.9                4.8                           0.764
## 50                   8.6                8.5                           0.489
## 51                   1.3                1.3                           0.470
## 52                   6.5                6.4                           0.662
## 53                   0.1                0.1                           0.581
## 54                   4.8                4.7                           0.000
## 55                   2.1                2.1                           0.662
## 56                   6.1                6.0                           0.820
## 57                   9.9                9.9                           0.503
## 58                   3.4                3.4                           0.706
## 59                  13.0               13.2                           0.533
## 60                   4.3                4.3                           0.455
## 61                   1.2                1.2                           0.842
## 62                   0.5                0.6                           0.877
## 63                   3.4                3.2                           0.732
## 64                   1.6                1.5                           0.808
## 65                  11.3               11.0                           0.362
## 66                   1.7                1.4                           0.860
## 67                   3.3                3.4                           0.656
## 68                   1.6                1.6                           0.713
## 69                   1.7                1.4                           0.863
## 70                   3.5                3.3                           0.694
## 71                   1.9                1.9                           0.629
## 72                   1.2                1.1                           0.636
## 73                   7.5                7.4                           0.818
## 74                   7.3                7.2                           0.508
## 75                   3.8                3.8                           0.736
## 76                   7.9                7.9                           0.319
## 77                   3.4                3.3                           0.719
## 78                  17.6               18.2                           0.469
## 79                   8.1                8.1                           0.377
## 80                  18.9               19.6                           0.000
## 81                   6.2                6.0                           0.794
## 82                   2.0                2.1                              NA
## 83                   0.2                0.2                           0.640
## 84                   5.7                5.6                           0.483
## 85                   2.9                3.0                           0.812
## 86                   7.7                7.7                           0.361
## 87                   2.4                2.5                           0.734
## 88                   4.0                3.7                           0.706
## 89                   0.7                0.6                              NA
## 90                   1.9                2.1                           0.850
## 91                   3.4                3.3                           0.788
## 92                   1.4                1.4                           0.564
## 93                   6.3                6.3                           0.706
## 94                  11.0                1.9                           0.291
## 95                   8.5                8.4                           0.582
## 96                   2.9                2.9                           0.000
## 97                   9.2                9.2                           0.480
## 98                   7.1                7.1                              NA
## 99                   1.9                1.9                           0.781
## 100                  0.1                0.1                           0.589
## 101                  0.8                0.8                           0.869
## 102                  0.9                0.8                           0.856
## 103                  9.6                9.5                           0.343
## 104                  2.6                2.8                           0.749
## 105                  5.8                5.8                           0.488
## 106                 27.1               28.0                           0.546
## 107                  1.9                2.0                              NA
## 108                 12.9               13.1                           0.547
## 109                  0.8                0.7                           0.779
## 110                  3.9                3.9                           0.490
## 111                  8.6                8.6                           0.371
## 112                  1.0                0.9                           0.874
## 113                  6.3                6.3                           0.689
## 114                  7.1                7.1                           0.511
## 115                  2.1                2.1                           0.746
## 116                  1.4                1.4                           0.570
## 117                  6.4                6.3                           0.720
## 118                  1.8                1.8                           0.804
## 119                  3.5                3.4                           0.684
## 120                  1.9                1.9                           0.765
## 121                  4.6                4.7                           0.444
## 122                 11.0               11.2                           0.533
## 123                  7.1                6.9                           0.796
## 124                  4.1                3.8                           0.698
## 125                  1.2                1.3                           0.761
## 126                  6.8                6.2                           0.819
## 127                  1.3                1.3                           0.589
## 128                  6.2                6.1                           0.673
## 129                  4.2                3.9                           0.687
## 130                  6.3                6.3                           0.701
## 131                  9.5                9.3                           0.723
## 132                  3.5                3.4                           0.668
## 133                  3.4                3.3                           0.705
## 134                  8.7                8.6                           0.394
## 135                  6.4                6.3                           0.667
## 136                  0.8                0.7                           0.931
## 137                  0.9                0.9                           0.847
## 138                  2.2                2.3                              NA
## 139                  3.2                3.1                           0.789
## 140                  7.2                7.1                           0.640
## 141                  3.8                3.8                           0.779
## 142                  2.2                2.3                           0.693
## 143                  7.7                7.6                           0.519
## 144                  1.3                1.3                           0.465
## 145                  8.3                8.1                           0.491
## 146                  1.7                1.6                           0.662
## 147                  1.5                1.5                           0.308
## 148                  7.4                7.4                           0.398
## 149                  1.7                1.7                           0.000
## 150                  7.8                7.5                           0.513
## 151                  1.0                0.9                           0.922
## 152                  6.3                6.3                           0.710
## 153                  0.1                0.1                           0.694
## 154                  0.8                0.6                              NA
## 155                  1.9                1.9                           0.797
## 156                  0.5                0.5                           0.869
## 157                  1.2                1.2                           0.482
## 158                  1.7                1.9                           0.847
## 159                  2.1                2.2                           0.822
## 160                  4.9                4.7                           0.000
## 161                 11.0                1.9                           0.425
## 162                  8.2                8.4                           0.493
## 163                  6.3                6.1                           0.645
## 164                  8.4                7.9                           0.392
## 165                  1.2                1.2                           0.377
## 166                 22.2               22.6                           0.445
## 167                  3.6                3.5                           0.665
## 168                  0.2                0.2                           0.608
## 169                  1.4                1.4                           0.446
## 170                  7.1                7.0                           0.457
## 171                  2.0                2.1                           0.838
## 172                  0.6                0.6                           0.936
## 173                   NA                 NA                           0.000
## 174                  1.9                1.9                           0.598
## 175                  3.6                3.6                           0.684
## 176                  8.9                8.8                           0.388
## 177                  8.4                8.3                           0.582
## 178                  5.7                5.5                           0.622
## 179                  0.8                0.7                           0.855
## 180                  0.1                0.1                           0.597
## 181                  5.3                5.1                           0.798
## 182                  3.5                3.5                           0.712
## 183                  5.1                4.6                           0.622
## 184                  5.4                5.2                           0.628
## 185                  6.4                6.3                           0.673
## 186                  0.9                0.9                           0.797
## 187                  2.5                2.4                           0.624
## 188                  0.1                0.1                           0.585
## 189                 13.0               13.3                           0.526
## 190                  0.7                0.6                              NA
## 191                  6.8                6.6                              NA
## 192                  6.8                6.3                           0.818
## 193                  1.8                2.0                           0.884
## 194                  0.9                0.8                           0.864
## 195                  2.4                2.4                           0.735
## 196                  3.8                3.8                           0.780
## 197                  7.0                6.8                           0.796
## 198                  2.1                2.1                           0.739
## 199                  0.5                0.4                           0.914
## 200                  0.1                0.1                           0.584
## 201                  1.8                1.7                           0.638
## 202                 19.9                2.2                           0.341
## 203                  2.2                2.2                           0.743
## 204                  2.4                2.4                           0.739
## 205                  2.4                2.5                           0.782
## 206                  0.6                0.5                           0.874
## 207                  0.2                0.2                           0.612
## 208                  1.8                1.9                              NA
## 209                  7.8                7.7                           0.633
## 210                  1.0                1.0                           0.000
## 211                  8.9                8.8                           0.364
## 212                  6.8                6.6                           0.497
## 213                  9.9                9.7                           0.338
## 214                 14.0               14.0                           0.450
## 215                  2.8                2.9                           0.737
## 216                  6.3                6.1                           0.635
## 217                  3.8                3.8                           0.781
## 218                  0.5                0.4                           0.898
## 219                  1.8                1.8                           0.685
## 220                  2.1                2.0                           0.675
## 221                 12.9               12.9                           0.463
## 222                  1.2                1.1                           0.889
## 223                  0.7                0.6                           0.844
## 224                  4.7                4.7                           0.443
## 225                  3.2                3.2                           0.780
## 226                  0.1                0.1                           0.712
## 227                  2.0                2.1                           0.670
## 228                  6.5                6.3                           0.454
## 229                  0.9                0.9                           0.887
## 230                  0.7                0.6                           0.790
## 231                  0.9                0.9                           0.892
## 232                  0.7                0.6                              NA
## 233                  1.3                1.0                           0.860
## 234                  4.9                4.7                           0.759
## 235                  7.5                7.4                           0.638
## 236                  4.8                4.7                           0.000
## 237                  5.1                5.0                           0.826
## 238                  2.8                2.8                           0.703
## 239                  0.8                0.6                           0.782
## 240                 12.2               12.1                              NA
## 241                  1.4                1.3                           0.617
## 242                 11.3               11.2                           0.300
## 243                  7.2                7.3                           0.754
## 244                  1.9                2.0                              NA
## 245                  6.9                6.8                           0.797
## 246                 27.1               28.0                           0.536
## 247                  6.7                6.6                           0.519
## 248                 11.3               11.1                              NA
## 249                 21.2               21.7                           0.487
## 250                  6.0                5.8                           0.743
## 251                  9.2                9.2                           0.338
## 252                  2.4                2.3                           0.590
## 253                  6.9                6.8                           0.797
## 254                  1.9                1.7                           0.709
## 255                  7.3                7.1                              NA
## 256                  4.0                3.7                           0.727
## 257                  2.2                2.0                           0.695
## 258                  1.1                1.0                           0.775
## 259                  1.1                1.1                           0.755
## 260                  9.2                9.2                           0.590
## 261                  6.1                6.0                           0.815
## 262                  1.1                1.1                           0.903
## 263                  2.2                2.0                           0.691
## 264                  0.9                0.9                           0.884
## 265                  0.7                0.6                              NA
## 266                  0.7                0.5                              NA
## 267                  1.7                1.7                           0.873
## 268                  1.0                0.9                           0.907
## 269                  2.8                3.0                           0.720
## 270                 12.0               11.9                           0.492
## 271                  1.0                1.0                           0.768
## 272                  1.8                1.7                           0.297
## 273                  8.7                8.7                           0.574
## 274                 13.8               13.8                           0.477
## 275                  1.6                1.7                           0.703
## 276                  3.7                3.7                           0.677
## 277                  2.3                2.3                           0.732
## 278                  8.1                7.9                           0.501
## 279                  2.5                2.6                           0.776
## 280                  3.4                3.2                           0.782
## 281                  1.3                1.3                           0.459
## 282                 12.3               12.3                           0.378
## 283                  2.3                2.2                           0.708
## 284                  1.9                1.7                           0.443
## 285                  6.3                6.8                           0.736
## 286                 12.9               13.2                           0.540
## 287                  2.7                2.9                           0.722
## 288                  0.7                0.6                           0.789
## 289                  3.8                3.7                           0.793
## 290                  2.0                2.1                           0.721
## 291                  6.9                7.0                           0.456
## 292                  0.7                0.6                              NA
## 293                  0.9                1.0                           0.798
## 294                  5.6                5.3                           0.630
## 295                  2.1                2.1                           0.793
## 296                  2.6                2.6                           0.000
## 297                 27.0               27.9                           0.556
## 298                  6.4                6.3                           0.717
## 299                  6.3                6.2                           0.603
## 300                  5.4                5.1                           0.791
## 301                  1.2                1.0                           0.875
## 302                  7.2                7.3                           0.767
## 303                  1.6                1.6                           0.803
## 304                  4.7                4.6                           0.733
## 305                  6.4                6.3                           0.683
## 306                  0.7                0.6                           0.849
## 307                  3.3                3.3                           0.770
## 308                  2.3                2.4                           0.746
## 309                  0.8                0.5                              NA
## 310                 13.1               13.3                           0.515
## 311                 27.0               27.8                           0.563
## 312                  8.0                7.8                           0.774
## 313                  1.4                1.4                           0.446
## 314                  1.8                1.7                           0.657
## 315                  0.8                0.6                           0.777
## 316                  7.3                7.0                           0.687
## 317                  3.4                3.2                           0.754
## 318                  6.8                7.0                           0.388
## 319                   NA                 NA                           0.430
## 320                  2.0                1.9                           0.621
## 321                  0.7                0.6                              NA
## 322                  8.4                8.3                           0.491
## 323                  5.7                5.2                           0.863
## 324                  0.3                0.3                           0.904
## 325                  0.7                0.6                           0.851
## 326                  2.0                2.1                              NA
## 327                  0.6                0.5                           0.854
## 328                  6.0                5.8                           0.741
## 329                  2.0                1.9                           0.727
## 330                  5.3                5.0                           0.803
## 331                  9.4                9.5                           0.000
## 332                  0.5                0.4                           0.916
## 333                  6.3                6.3                           0.695
## 334                  8.6                8.6                           0.408
## 335                  1.8                1.9                           0.803
## 336                  8.8                8.8                           0.484
## 337                  5.8                5.7                           0.405
## 338                  4.2                3.9                           0.689
## 339                  0.3                0.2                           0.909
## 340                  1.9                2.0                           0.853
## 341                  2.2                2.2                           0.741
## 342                  3.3                3.3                           0.784
## 343                  1.2                1.2                           0.706
## 344                  1.7                1.7                           0.821
## 345                  6.4                6.3                           0.714
## 346                  4.4                4.4                           0.452
## 347                  2.1                2.1                           0.911
## 348                  2.2                2.2                           0.739
## 349                  3.5                3.4                           0.672
## 350                  1.4                1.4                           0.560
## 351                  7.0                6.8                           0.797
## 352                  2.2                2.1                           0.614
## 353                  6.3                6.2                           0.533
## 354                  9.1                9.2                           0.554
## 355                  1.6                1.5                           0.753
## 356                  3.2                3.2                           0.695
## 357                  2.4                2.5                           0.789
## 358                  1.0                0.9                           0.901
## 359                  1.2                1.2                           0.000
## 360                  4.7                4.6                           0.000
## 361                 18.0               18.6                           0.457
## 362                  4.8                4.8                           0.439
## 363                  8.3                8.1                           0.411
## 364                  1.2                1.0                           0.882
## 365                  1.8                1.8                           0.749
## 366                  1.5                1.5                           0.553
## 367                 15.4               15.6                           0.686
## 368                  9.4                9.3                           0.000
## 369                  1.3                1.4                           0.802
## 370                  1.9                2.0                           0.674
## 371                  2.1                2.2                           0.656
## 372                  1.0                0.9                           0.822
## 373                  1.4                1.4                           0.567
##     Schooling
## 1        10.2
## 2        16.5
## 3        16.0
## 4        17.1
## 5        12.7
## 6        12.4
## 7        13.3
## 8        13.4
## 9         8.0
## 10       15.3
## 11       12.2
## 12       14.5
## 13       15.8
## 14        9.1
## 15       11.6
## 16       12.3
## 17       13.0
## 18         NA
## 19       16.2
## 20       16.0
## 21       12.5
## 22        8.1
## 23       11.9
## 24       11.0
## 25       11.6
## 26       15.2
## 27        8.8
## 28       11.6
## 29       12.4
## 30       14.1
## 31       14.7
## 32        9.0
## 33       10.3
## 34       12.0
## 35       12.0
## 36       13.2
## 37        8.3
## 38       10.1
## 39       12.5
## 40       12.6
## 41       14.2
## 42        8.4
## 43       11.6
## 44       11.2
## 45       13.7
## 46       11.9
## 47       14.4
## 48        9.8
## 49       14.5
## 50        7.9
## 51        8.4
## 52       13.3
## 53       11.9
## 54       14.8
## 55       10.6
## 56       14.5
## 57        9.0
## 58       12.9
## 59        9.1
## 60        8.3
## 61       15.0
## 62       16.6
## 63       14.7
## 64       14.5
## 65        7.1
## 66       14.7
## 67       12.8
## 68       12.0
## 69       14.8
## 70       12.9
## 71       11.1
## 72       13.8
## 73       14.5
## 74       10.3
## 75       13.6
## 76        7.9
## 77       14.2
## 78        9.4
## 79       10.0
## 80        7.6
## 81       13.3
## 82         NA
## 83       12.1
## 84       10.0
## 85       16.4
## 86        9.3
## 87       14.9
## 88       14.6
## 89         NA
## 90       16.4
## 91       14.2
## 92        9.3
## 93       14.4
## 94        4.4
## 95        9.2
## 96       12.5
## 97        7.7
## 98         NA
## 99       14.4
## 100      11.9
## 101      18.0
## 102      17.7
## 103       6.3
## 104      13.4
## 105      10.8
## 106       9.9
## 107        NA
## 108       9.1
## 109      13.8
## 110       9.1
## 111       7.9
## 112      13.5
## 113      14.2
## 114      10.3
## 115      12.9
## 116       9.8
## 117      14.7
## 118      15.1
## 119      11.7
## 120      12.8
## 121       8.0
## 122      10.7
## 123      13.7
## 124      14.2
## 125      14.2
## 126      13.4
## 127      10.4
## 128      11.7
## 129      13.3
## 130      14.3
## 131      12.0
## 132      12.6
## 133      13.2
## 134       8.8
## 135      13.5
## 136      17.5
## 137      17.3
## 138        NA
## 139      14.2
## 140      12.4
## 141      15.5
## 142      14.3
## 143       9.1
## 144       8.3
## 145       7.8
## 146      12.8
## 147       4.9
## 148      10.5
## 149       9.6
## 150       8.5
## 151      18.1
## 152      14.4
## 153      14.6
## 154        NA
## 155      15.1
## 156      16.4
## 157       9.0
## 158      16.1
## 159      15.1
## 160      15.0
## 161       6.8
## 162       9.1
## 163      12.5
## 164       7.5
## 165       6.5
## 166       5.3
## 167      12.4
## 168      10.2
## 169       7.9
## 170      11.5
## 171      15.4
## 172      20.4
## 173       0.0
## 174      11.4
## 175      12.2
## 176       8.3
## 177       9.2
## 178      11.7
## 179      16.4
## 180      11.9
## 181      12.0
## 182      13.3
## 183      10.2
## 184      10.1
## 185      13.6
## 186      14.8
## 187      11.8
## 188      11.9
## 189       9.1
## 190        NA
## 191        NA
## 192      13.4
## 193      15.7
## 194      17.1
## 195      14.2
## 196      15.5
## 197      13.7
## 198      12.7
## 199      15.3
## 200      11.9
## 201      11.0
## 202       6.2
## 203      12.9
## 204      15.1
## 205      15.0
## 206      17.5
## 207      10.4
## 208        NA
## 209      12.3
## 210       6.7
## 211       7.6
## 212      11.1
## 213       5.8
## 214       8.0
## 215      11.7
## 216      13.0
## 217      15.8
## 218      15.9
## 219      10.8
## 220      12.3
## 221       8.9
## 222      15.9
## 223      15.7
## 224       7.9
## 225      15.8
## 226      14.4
## 227      10.7
## 228      10.0
## 229      13.5
## 230      15.4
## 231      13.9
## 232        NA
## 233      16.5
## 234      14.5
## 235      12.3
## 236      15.2
## 237      13.3
## 238      12.9
## 239      15.7
## 240        NA
## 241      14.4
## 242       4.9
## 243      12.3
## 244        NA
## 245      13.5
## 246       9.7
## 247       8.0
## 248        NA
## 249       6.1
## 250      14.4
## 251       8.7
## 252      10.9
## 253      13.6
## 254      12.5
## 255        NA
## 256      15.2
## 257      12.8
## 258      16.3
## 259      13.5
## 260       9.1
## 261      14.5
## 262      16.6
## 263      12.4
## 264      16.1
## 265        NA
## 266        NA
## 267      16.9
## 268      19.0
## 269      12.5
## 270      10.6
## 271      13.9
## 272       4.6
## 273      11.1
## 274       8.6
## 275      11.6
## 276      11.8
## 277      13.0
## 278       8.2
## 279      15.5
## 280      17.7
## 281       8.1
## 282       5.2
## 283      11.7
## 284       6.4
## 285      12.2
## 286       9.1
## 287      12.5
## 288      15.8
## 289      15.3
## 290      12.3
## 291       8.3
## 292        NA
## 293      12.5
## 294      10.6
## 295      15.3
## 296      11.9
## 297      10.2
## 298      14.6
## 299      10.7
## 300      11.8
## 301      16.6
## 302      12.5
## 303      14.2
## 304      13.2
## 305      13.9
## 306      15.6
## 307      15.3
## 308      15.2
## 309        NA
## 310       8.8
## 311      10.5
## 312      13.0
## 313       7.3
## 314      12.9
## 315      15.5
## 316      12.5
## 317      16.0
## 318       8.8
## 319       6.2
## 320      11.8
## 321        NA
## 322       7.7
## 323      15.0
## 324      19.5
## 325      15.5
## 326        NA
## 327      16.1
## 328      14.4
## 329      12.6
## 330      12.1
## 331       5.4
## 332      15.3
## 333      14.3
## 334       9.5
## 335      15.1
## 336       7.6
## 337       4.3
## 338      13.3
## 339      18.5
## 340      16.3
## 341      12.9
## 342      13.9
## 343      13.3
## 344      15.4
## 345      14.5
## 346       8.2
## 347      15.2
## 348      12.9
## 349      11.3
## 350       9.0
## 351      13.7
## 352      11.6
## 353      10.1
## 354      10.2
## 355      12.9
## 356      14.0
## 357      15.0
## 358      18.7
## 359       6.4
## 360      14.2
## 361       9.2
## 362       7.8
## 363       7.7
## 364      16.3
## 365      13.3
## 366       8.8
## 367      12.5
## 368       7.7
## 369      14.5
## 370      10.7
## 371      10.7
## 372      17.2
## 373       9.6
train %>% filter(Adult.Mortality > 100)
##                                        Country Year     Status Life.expectancy
## 1                                        Sudan 2010 Developing            62.5
## 2                                   Bangladesh 2013 Developing            71.0
## 3                                     Honduras 2012 Developing            74.1
## 4                                         Mali 2007 Developing            55.0
## 5                                        Ghana 2015 Developing            62.4
## 6                                       Guyana 2007 Developing            65.7
## 7                                     Botswana 2004 Developing            48.1
## 8                                        Ghana 2009 Developing            66.0
## 9                                     Kiribati 2015 Developing            66.3
## 10                                    Viet Nam 2002 Developing            73.8
## 11                                  Tajikistan 2002 Developing            64.3
## 12                                      Latvia 2008  Developed            71.9
## 13                                   Mauritius 2010 Developing            73.3
## 14                                       Tonga 2008 Developing            72.6
## 15                                     Nigeria 2014 Developing            53.6
## 16                                       Yemen 2014 Developing            65.4
## 17                                     Hungary 2003  Developed            72.5
## 18   The former Yugoslav republic of Macedonia 2009 Developing            74.4
## 19                        Syrian Arab Republic 2015 Developing            64.5
## 20                                     Namibia 2013 Developing            66.1
## 21                                   Nicaragua 2011 Developing            74.5
## 22            Bolivia (Plurinational State of) 2011 Developing            69.3
## 23                                     Bahamas 2010 Developing            75.0
## 24                                    Barbados 2007 Developing            74.2
## 25                                     Jamaica 2000 Developing            72.6
## 26                                        Togo 2004 Developing            54.9
## 27                                     Romania 2015  Developed            75.0
## 28                                    Colombia 2004 Developing            72.8
## 29                                    Malaysia 2003 Developing            73.1
## 30            Democratic Republic of the Congo 2015 Developing            59.8
## 31                                      Bhutan 2010 Developing            67.9
## 32                                       Benin 2011 Developing            59.1
## 33                                     Lesotho 2003 Developing            45.5
## 34                                     Algeria 2007 Developing            73.8
## 35                          Russian Federation 2013 Developing            70.0
## 36            Bolivia (Plurinational State of) 2004 Developing            65.1
## 37                                     Uruguay 2004 Developing            75.4
## 38                                   Swaziland 2001 Developing            47.1
## 39                                       Tonga 2003 Developing            72.0
## 40                                    Zimbabwe 2005 Developing            44.6
## 41                                 Philippines 2006 Developing            67.3
## 42                    Central African Republic 2012 Developing            53.0
## 43                                 Afghanistan 2003 Developing            56.7
## 44                         Republic of Moldova 2002 Developing            67.5
## 45                                 Philippines 2001 Developing            66.8
## 46                                    Djibouti 2014 Developing            63.0
## 47                                   Sri Lanka 2000 Developing            71.5
## 48                                      Jordan 2014 Developing            74.0
## 49                                      Guyana 2009 Developing            66.1
## 50                                    Thailand 2000 Developing            71.1
## 51                                    Slovakia 2006  Developed            74.3
## 52                                 Saint Lucia 2015 Developing            75.2
## 53                                      Guinea 2002 Developing            52.9
## 54                                       Libya 2015 Developing            72.7
## 55                                     Liberia 2005 Developing            55.3
## 56                                    Cambodia 2000 Developing            57.7
## 57                         Republic of Moldova 2004 Developing            68.0
## 58                                      Guyana 2013 Developing            65.9
## 59                                     Bahamas 2011 Developing            75.0
## 60                                      Guinea 2015 Developing            59.0
## 61                                  Seychelles 2013 Developing            72.9
## 62                                       Congo 2014 Developing            64.2
## 63                                     Somalia 2015 Developing            55.0
## 64                                     Senegal 2005 Developing            65.0
## 65                            Papua New Guinea 2009 Developing            61.6
## 66                                  Seychelles 2006 Developing            72.2
## 67                           Equatorial Guinea 2003 Developing            53.8
## 68                                     Georgia 2011 Developing            73.9
## 69                                       Congo 2005 Developing            55.3
## 70                                    Cambodia 2003 Developing            63.0
## 71                                    Paraguay 2008 Developing            72.7
## 72                                  Azerbaijan 2009 Developing            78.0
## 73                                     Uruguay 2011 Developing            77.0
## 74                                       Samoa 2008 Developing            72.5
## 75                                       Samoa 2013 Developing            73.6
## 76                                    Suriname 2015 Developing            71.6
## 77                                    Pakistan 2002 Developing            63.2
## 78                                     Myanmar 2008 Developing            59.2
## 79                                       Kenya 2015 Developing            63.4
## 80                                     Georgia 2009 Developing            73.2
## 81                                     Georgia 2008 Developing            73.9
## 82                                   Swaziland 2002 Developing            46.4
## 83                                     Nigeria 2006 Developing            49.8
## 84                    United States of America 2001  Developed            76.9
## 85                                     Myanmar 2003 Developing            63.2
## 86                                        Mali 2004 Developing            52.8
## 87                        Syrian Arab Republic 2005 Developing            73.5
## 88                    United States of America 2000  Developed            76.8
## 89                                     Namibia 2004 Developing            54.7
## 90                                    Botswana 2008 Developing            57.5
## 91                                    Zimbabwe 2004 Developing            44.3
## 92                                       Niger 2008 Developing            56.0
## 93                                     Estonia 2006 Developing            73.0
## 94                                    Thailand 2003 Developing            71.7
## 95                       Sao Tome and Principe 2008 Developing            65.4
## 96                                     Romania 2003  Developed            71.1
## 97                                     Tunisia 2000 Developing            72.9
## 98                                       Tonga 2004 Developing            72.2
## 99       Democratic People's Republic of Korea 2015 Developing            76.0
## 100      Democratic People's Republic of Korea 2009 Developing            68.7
## 101                                     Latvia 2006  Developed            75.0
## 102                                       Cuba 2001 Developing            76.7
## 103                                  Sri Lanka 2011 Developing            74.5
## 104                                 Madagascar 2001 Developing            58.7
## 105                                     Panama 2015 Developing            77.8
## 106                                   Thailand 2015 Developing            74.9
## 107                                   Paraguay 2005 Developing            72.1
## 108                                   Honduras 2005 Developing            72.5
## 109                                Philippines 2002 Developing            66.8
## 110                               Sierra Leone 2000 Developing            39.0
## 111                                    Uruguay 2000 Developing            75.1
## 112                                 Cabo Verde 2006 Developing            72.1
## 113                                     Guinea 2012 Developing            58.4
## 114                                 Madagascar 2008 Developing            62.3
## 115                                    Jamaica 2001 Developing            72.7
## 116                               Burkina Faso 2003 Developing            51.6
## 117                                     Jordan 2013 Developing            73.9
## 118                                    Nigeria 2010 Developing            52.0
## 119                         Dominican Republic 2007 Developing            72.9
## 120                                 Madagascar 2009 Developing            62.8
## 121                                    Ecuador 2008 Developing            74.6
## 122                                 Kyrgyzstan 2011 Developing            69.4
## 123         Venezuela (Bolivarian Republic of) 2013 Developing            73.8
## 124                                      Kenya 2008 Developing            57.9
## 125                                  Swaziland 2000 Developing            48.4
## 126                                      Congo 2007 Developing            58.2
## 127                                     Brazil 2011 Developing            74.1
## 128                                      Benin 2009 Developing            58.4
## 129                                     Belize 2002 Developing            68.5
## 130                                     Turkey 2003 Developing            71.6
## 131                               South Africa 2014 Developing            62.0
## 132                                     Serbia 2015 Developing            75.6
## 133                                      Congo 2006 Developing            56.9
## 134                                   Botswana 2015 Developing            65.7
## 135                                     Zambia 2006 Developing            58.0
## 136                                    Georgia 2013 Developing            74.5
## 137                                      Gabon 2006 Developing            61.4
## 138                                    Myanmar 2015 Developing            66.6
## 139                                      Libya 2000 Developing            78.0
## 140                               Turkmenistan 2008 Developing            64.5
## 141                                     Latvia 2013  Developed            74.1
## 142                                     Guinea 2009 Developing            57.3
## 143                               Turkmenistan 2005 Developing            63.3
## 144                                 Seychelles 2011 Developing            72.6
## 145                                     Mexico 2002 Developing            75.0
## 146                                       Togo 2007 Developing            55.9
## 147                                 Uzbekistan 2005 Developing            67.3
## 148                                 Kyrgyzstan 2013 Developing            77.0
## 149                                       Iraq 2009 Developing            74.0
## 150                United Republic of Tanzania 2013 Developing            59.7
## 151                                Timor-Leste 2012 Developing            67.4
## 152           Micronesia (Federated States of) 2009 Developing            68.5
## 153                                   Zimbabwe 2000 Developing            46.0
## 154                                    Estonia 2009 Developing            74.9
## 155                                   Djibouti 2012 Developing            62.2
## 156                                     Panama 2010 Developing            76.5
## 157                                    Georgia 2006 Developing            73.9
## 158                                  Swaziland 2010 Developing            53.6
## 159      Democratic People's Republic of Korea 2010 Developing            69.0
## 160                                    Liberia 2014 Developing            58.1
## 161                                   Botswana 2003 Developing            46.4
## 162                                 Kyrgyzstan 2001 Developing            67.2
## 163                United Republic of Tanzania 2007 Developing            54.5
## 164                                   Bulgaria 2014  Developed            74.3
## 165                                    Hungary 2005  Developed            72.9
## 166                           Papua New Guinea 2004 Developing            59.9
## 167                                   Honduras 2000 Developing            71.0
## 168                                      Samoa 2003 Developing            79.0
## 169                                   Mongolia 2005 Developing            64.5
## 170      Democratic People's Republic of Korea 2011 Developing            69.4
## 171                                      Sudan 2003 Developing            59.6
## 172                                 Tajikistan 2013 Developing            69.3
## 173                        Republic of Moldova 2007 Developing            68.3
## 174                                    Romania 2007  Developed            72.9
## 175                                    Vanuatu 2008 Developing            75.0
## 176                                    Vanuatu 2002 Developing            69.3
## 177                                 Kazakhstan 2015 Developing            72.0
## 178                                    Ecuador 2011 Developing            75.3
## 179                                      Yemen 2006 Developing            63.0
## 180                                     Jordan 2005 Developing            72.4
## 181                                      Egypt 2011 Developing            74.0
## 182                                    Jamaica 2003 Developing            73.1
## 183                                    Morocco 2006 Developing            71.0
## 184                                     Bhutan 2012 Developing            68.7
## 185                                       Iraq 2000 Developing            70.0
## 186                                      Nepal 2015 Developing            69.2
## 187           Micronesia (Federated States of) 2007 Developing            68.2
## 188                                     Bhutan 2007 Developing            66.5
## 189                                    Eritrea 2006 Developing            59.7
## 190                                    Comoros 2003 Developing            59.6
## 191                                 Uzbekistan 2015 Developing            69.4
## 192                                    Grenada 2001 Developing            77.0
## 193                                  Argentina 2013 Developing            76.0
## 194                                    Eritrea 2000 Developing            45.3
## 195                        Antigua and Barbuda 2004 Developing            74.4
## 196                                     Guyana 2004 Developing            65.1
## 197                                South Sudan 2003 Developing            58.0
## 198                                     Rwanda 2004 Developing            53.4
## 199                                    Vanuatu 2003 Developing            69.4
## 200                                  Sri Lanka 2012 Developing            74.5
## 201                                    Georgia 2005 Developing            73.9
## 202                                     Panama 2014 Developing            77.6
## 203                                 Montenegro 2010 Developing            75.3
## 204                                 Kazakhstan 2000 Developing            63.9
## 205                                     Rwanda 2013 Developing            65.2
## 206                                     Turkey 2010 Developing            74.2
## 207                                  Sri Lanka 2006 Developing            73.8
## 208                                 Cabo Verde 2003 Developing            71.1
## 209                                     Zambia 2005 Developing            49.3
## 210                                   Pakistan 2008 Developing            64.6
## 211                                   Honduras 2015 Developing            74.6
## 212                        Trinidad and Tobago 2011 Developing            76.0
## 213                                  Argentina 2002 Developing            74.1
## 214                                Afghanistan 2000 Developing            54.8
## 215                                     Turkey 2009 Developing            73.9
## 216                   Central African Republic 2004 Developing            45.7
## 217                                   Malaysia 2000 Developing            72.4
## 218                                 Bangladesh 2004 Developing            67.3
## 219                                South Sudan 2004 Developing            51.4
## 220                                   Honduras 2008 Developing            73.2
## 221                            Solomon Islands 2014 Developing            68.8
## 222                                      Niger 2004 Developing            52.9
## 223                                 Kazakhstan 2007 Developing            65.3
## 224                                Afghanistan 2006 Developing            57.3
## 225                                    Bahamas 2006 Developing            74.2
## 226                                  Sri Lanka 2007 Developing            73.7
## 227                 Iran (Islamic Republic of) 2001 Developing            78.0
## 228                                     Zambia 2009 Developing            57.4
## 229                                    Armenia 2004 Developing            73.0
## 230                                Afghanistan 2008 Developing            58.1
## 231                                     Belize 2011 Developing            69.4
## 232                            Solomon Islands 2003 Developing            66.8
## 233                              Guinea-Bissau 2008 Developing            55.6
## 234                                    Morocco 2004 Developing            72.0
## 235                                Timor-Leste 2015 Developing            68.3
## 236                                 Montenegro 2001 Developing            73.3
## 237                                       Iraq 2007 Developing            65.9
## 238                                    Georgia 2004 Developing            72.3
## 239                                   Honduras 2011 Developing            73.9
## 240                                 Cabo Verde 2012 Developing            72.7
## 241                                    Eritrea 2010 Developing            62.1
## 242                                   Pakistan 2010 Developing            65.1
## 243                                  Guatemala 2014 Developing            71.7
## 244                                 Mauritania 2011 Developing            62.2
## 245                                      Niger 2007 Developing            55.2
## 246                                   Zimbabwe 2010 Developing            52.4
## 247                                Philippines 2004 Developing            67.3
## 248                                    Ecuador 2009 Developing            75.1
## 249                                   Zimbabwe 2001 Developing            45.3
## 250                                  Indonesia 2014 Developing            68.9
## 251                                      Benin 2010 Developing            58.7
## 252                United Republic of Tanzania 2011 Developing            58.3
## 253                                 Montenegro 2005 Developing            73.6
## 254                                     Mexico 2004 Developing            75.4
## 255                                   Zimbabwe 2008 Developing            48.2
## 256                                   Bulgaria 2007  Developed            72.6
## 257           Lao People's Democratic Republic 2000 Developing            58.1
## 258                                     Guyana 2014 Developing            66.0
## 259           Bolivia (Plurinational State of) 2001 Developing            63.3
## 260                                  Nicaragua 2015 Developing            74.8
## 261                                 Mauritania 2001 Developing            61.0
## 262                                   Suriname 2000 Developing            67.4
## 263                                    Comoros 2009 Developing            61.3
## 264                                      Yemen 2015 Developing            65.7
## 265                                    Romania 2006  Developed            72.5
## 266                               Turkmenistan 2009 Developing            65.6
## 267                                     Poland 2001  Developed            74.2
## 268                                    Estonia 2003 Developing            71.9
## 269                                     Angola 2015 Developing            52.4
## 270                                 Bangladesh 2015 Developing            71.8
## 271                                  Swaziland 2011 Developing            55.0
## 272                                     Rwanda 2000 Developing            48.3
## 273                                      Egypt 2001 Developing            68.6
## 274                        Republic of Moldova 2010 Developing            68.8
## 275                                     Latvia 2012  Developed            73.8
## 276                                 Madagascar 2011 Developing            63.8
## 277                                      Tonga 2013 Developing            73.2
## 278                                       Mali 2010 Developing            56.5
## 279                                      Gabon 2012 Developing            63.5
## 280           Lao People's Democratic Republic 2005 Developing            61.0
## 281                                    Myanmar 2009 Developing            65.2
## 282                 Iran (Islamic Republic of) 2007 Developing            72.4
## 283                                   Djibouti 2011 Developing            61.8
## 284                                    Georgia 2001 Developing            73.0
## 285                                 Tajikistan 2001 Developing            64.0
## 286                                      Samoa 2006 Developing            72.0
## 287                                     Jordan 2000 Developing            71.7
## 288                                    Romania 2009  Developed            73.1
## 289                                 Tajikistan 2015 Developing            69.7
## 290                                      Libya 2005 Developing            71.9
## 291                                       Togo 2001 Developing            54.6
## 292                             Côte d'Ivoire 2003 Developing            48.0
## 293                                  Argentina 2001 Developing            74.0
## 294                                      Kenya 2012 Developing            62.1
## 295                                     Serbia 2012 Developing            74.9
## 296                             Côte d'Ivoire 2000 Developing            47.9
## 297                                   Paraguay 2015 Developing            74.0
## 298                               Burkina Faso 2009 Developing            56.9
## 299                                     Serbia 2004 Developing            73.0
## 300                                    Liberia 2008 Developing            58.6
## 301                                   Barbados 2006 Developing            74.1
## 302                        Antigua and Barbuda 2001 Developing            73.8
## 303                                 Seychelles 2012 Developing            72.7
## 304                                   Colombia 2013 Developing            74.4
## 305                                   Cameroon 2003 Developing            51.8
## 306           Democratic Republic of the Congo 2007 Developing            55.7
## 307                                      Nepal 2009 Developing            67.5
## 308                                    Senegal 2008 Developing            62.8
## 309                                    Estonia 2005 Developing            72.8
## 310                               South Africa 2003 Developing            54.0
## 311                                  Guatemala 2009 Developing            76.0
## 312                          Equatorial Guinea 2002 Developing            53.5
## 313                                 Cabo Verde 2014 Developing            73.0
## 314                                 Kazakhstan 2004 Developing            64.7
## 315                                  Nicaragua 2013 Developing            73.9
## 316                                   Viet Nam 2008 Developing            74.9
## 317                                 Bangladesh 2007 Developing            68.6
## 318                                     Angola 2012 Developing            56.0
## 319                                       Iraq 2001 Developing            72.0
## 320                                    Vanuatu 2012 Developing            71.4
## 321                                   Colombia 2015 Developing            74.8
## 322                                 Cabo Verde 2007 Developing            72.3
## 323                                      Ghana 2011 Developing            61.2
## 324                                 Madagascar 2005 Developing            69.0
## 325                                    Grenada 2014 Developing            73.5
## 326                 Iran (Islamic Republic of) 2004 Developing            71.8
## 327                                Saint Lucia 2012 Developing            74.7
## 328                         Russian Federation 2012 Developing            69.6
## 329                                   Paraguay 2003 Developing            71.7
## 330                                    Comoros 2002 Developing            59.5
## 331                                Saint Lucia 2009 Developing            74.3
## 332                          Equatorial Guinea 2011 Developing            56.2
## 333                                       Togo 2003 Developing            54.7
## 334                                 Mauritania 2009 Developing            61.7
## 335                                 Uzbekistan 2011 Developing            68.5
## 336                                    Myanmar 2000 Developing            62.1
## 337                                  Argentina 2015 Developing            76.3
## 338                United Republic of Tanzania 2005 Developing            52.2
## 339                                   Ethiopia 2002 Developing            53.2
## 340                                 Mozambique 2006 Developing            51.2
## 341                                     Uganda 2000 Developing            46.6
## 342                                Timor-Leste 2009 Developing            66.6
## 343                                  Mauritius 2013 Developing            74.1
## 344           Saint Vincent and the Grenadines 2015 Developing            73.2
## 345                                      Sudan 2013 Developing            63.5
## 346                                  Sri Lanka 2003 Developing            73.9
## 347                                    Comoros 2006 Developing            63.0
## 348                                       Fiji 2013 Developing            69.6
## 349                                    Namibia 2001 Developing            56.5
## 350                                     Bhutan 2013 Developing            69.1
## 351                                El Salvador 2005 Developing            71.0
## 352                                       Togo 2008 Developing            56.2
## 353                                     Poland 2015  Developed            77.5
## 354                                      Kenya 2013 Developing            62.6
## 355         Venezuela (Bolivarian Republic of) 2009 Developing            73.6
## 356                         Dominican Republic 2000 Developing            72.0
## 357                               South Africa 2000 Developing            57.3
## 358                                    Eritrea 2011 Developing            62.9
## 359         Venezuela (Bolivarian Republic of) 2003 Developing            72.4
## 360                              Guinea-Bissau 2010 Developing            56.7
## 361                                 Cabo Verde 2015 Developing            73.3
## 362                     Bosnia and Herzegovina 2001 Developing            74.9
## 363                                     Uganda 2004 Developing            51.3
## 364                                 Bangladesh 2001 Developing            65.8
## 365                             Côte d'Ivoire 2012 Developing            52.0
## 366                                    Comoros 2007 Developing            66.0
## 367                                  Swaziland 2012 Developing            56.5
## 368                                     Uganda 2002 Developing            48.8
## 369                   Central African Republic 2005 Developing            45.9
## 370                                   Colombia 2006 Developing            73.1
## 371                                    Somalia 2002 Developing            58.0
## 372                                  Argentina 2008 Developing            75.4
## 373           Lao People's Democratic Republic 2002 Developing            59.3
## 374                                      Niger 2012 Developing            63.0
## 375                                       Togo 2012 Developing            58.9
## 376                                   Slovenia 2002  Developed            76.6
## 377                                 Cabo Verde 2001 Developing            73.0
## 378                                      Egypt 2015 Developing            79.0
## 379                                 Seychelles 2007 Developing            72.2
## 380                         Dominican Republic 2008 Developing            73.3
## 381                                    Vanuatu 2007 Developing            73.0
## 382                                 Kazakhstan 2010 Developing            67.8
## 383                      Sao Tome and Principe 2013 Developing            67.1
## 384                                    Uruguay 2007 Developing            75.4
## 385           Micronesia (Federated States of) 2012 Developing            69.0
## 386                                   Paraguay 2013 Developing            73.8
## 387                                   Slovakia 2008  Developed            74.7
## 388                                Philippines 2015 Developing            68.5
## 389                                 Uzbekistan 2012 Developing            68.8
## 390                       Syrian Arab Republic 2002 Developing            72.8
## 391                                     Rwanda 2007 Developing            59.6
## 392                                 Cabo Verde 2008 Developing            72.4
## 393                                    Ecuador 2013 Developing            76.0
## 394                                   Cameroon 2014 Developing            56.7
## 395                                 Cabo Verde 2005 Developing            71.8
## 396                                     Jordan 2010 Developing            73.4
## 397                                     Malawi 2000 Developing            43.1
## 398                                   Cameroon 2015 Developing            57.3
## 399                          Equatorial Guinea 2007 Developing            55.0
## 400                                       Mali 2013 Developing            57.3
## 401                United Republic of Tanzania 2003 Developing            58.0
## 402                                     Guyana 2000 Developing            65.4
## 403                                      Sudan 2002 Developing            59.4
## 404                United Republic of Tanzania 2015 Developing            61.8
## 405                                 Bangladesh 2002 Developing            66.3
## 406                                 Bangladesh 2009 Developing            69.5
## 407                               Sierra Leone 2015 Developing            51.0
## 408                                Philippines 2011 Developing            68.0
## 409                                      Libya 2010 Developing            72.8
## 410                                   Bulgaria 2002  Developed            71.8
## 411                                       Iraq 2008 Developing            69.3
## 412                                   Botswana 2005 Developing            51.7
## 413                                   Malaysia 2013 Developing            74.6
## 414                                    Vanuatu 2004 Developing            69.6
## 415                                    Uruguay 2015 Developing            77.0
## 416                          Republic of Korea 2000 Developing            76.0
## 417                                   Kiribati 2000 Developing            64.1
## 418                               South Africa 2002 Developing            54.9
## 419                        Trinidad and Tobago 2014 Developing            71.1
## 420                                  Mauritius 2001 Developing            71.5
## 421      Democratic People's Republic of Korea 2008 Developing            68.6
## 422                                 Bangladesh 2008 Developing            69.1
## 423                                     Belize 2014 Developing            70.0
## 424                                      Congo 2012 Developing            63.7
## 425           Lao People's Democratic Republic 2007 Developing            62.1
## 426                               Sierra Leone 2011 Developing            48.9
## 427                                     Bhutan 2014 Developing            69.4
## 428                                   Cambodia 2014 Developing            68.3
## 429                                      Egypt 2004 Developing            69.0
## 430                                       Oman 2005 Developing            74.3
## 431                                Afghanistan 2007 Developing            57.5
## 432                                    Estonia 2015 Developing            77.6
## 433                                  Guatemala 2010 Developing            77.0
## 434                                   Suriname 2001 Developing            67.7
## 435                                 Uzbekistan 2003 Developing            67.2
## 436                                     Gambia 2015 Developing            61.1
## 437                                     Zambia 2001 Developing            44.6
## 438                                Philippines 2000 Developing            66.8
## 439                        Antigua and Barbuda 2013 Developing            76.1
## 440                                    Estonia 2004 Developing            72.3
## 441                                    Uruguay 2003 Developing            75.4
## 442                                   Cambodia 2009 Developing            66.1
## 443                                   Suriname 2014 Developing            71.4
## 444                                    Bahamas 2015 Developing            76.1
## 445                                    Burundi 2011 Developing            57.4
## 446                               Sierra Leone 2006 Developing            44.3
## 447                           Papua New Guinea 2001 Developing            59.1
## 448                                      Sudan 2000 Developing            58.6
## 449                                   Pakistan 2012 Developing            65.7
## 450                                       Peru 2015 Developing            75.5
## 451                                   Barbados 2000 Developing            73.3
## 452                                      Yemen 2012 Developing            64.7
## 453                                    Lesotho 2015 Developing            53.7
## 454                                     Angola 2008 Developing            48.7
## 455                                    Jamaica 2012 Developing            75.3
## 456                                     Turkey 2008 Developing            73.5
## 457                                    Croatia 2003  Developed            74.7
## 458                                    Belarus 2011 Developing            72.0
## 459                        Trinidad and Tobago 2008 Developing            69.9
## 460                                    Romania 2001  Developed            78.0
## 461                                     Latvia 2000  Developed            71.0
## 462                                    Croatia 2008  Developed            76.0
## 463                                    Bahamas 2013 Developing            74.8
## 464                                      Libya 2013 Developing            72.9
## 465                                    Croatia 2001  Developed            74.9
## 466                                El Salvador 2014 Developing            73.3
## 467                                     Brazil 2013 Developing            74.7
## 468                                 Tajikistan 2009 Developing            66.7
## 469           Micronesia (Federated States of) 2004 Developing            67.7
## 470                               Burkina Faso 2007 Developing            55.3
## 471                       Syrian Arab Republic 2000 Developing            72.6
## 472                                      Egypt 2006 Developing            69.5
## 473                                   Paraguay 2002 Developing            71.5
## 474                                 Azerbaijan 2012 Developing            71.9
## 475                         Russian Federation 2010 Developing            68.4
## 476                   Central African Republic 2011 Developing            49.8
## 477                                     Guinea 2010 Developing            57.8
## 478                        Antigua and Barbuda 2003 Developing            74.2
## 479                      Sao Tome and Principe 2004 Developing            63.8
## 480                                   Colombia 2008 Developing            73.5
## 481                                  Swaziland 2006 Developing            47.8
## 482      Democratic People's Republic of Korea 2001 Developing            66.6
## 483                                 Seychelles 2008 Developing            72.2
## 484                                     Bhutan 2000 Developing            62.0
## 485                                    Namibia 2005 Developing            55.1
## 486                                El Salvador 2001 Developing            68.9
## 487                                   Mongolia 2014 Developing            68.4
## 488                                    Armenia 2012 Developing            74.4
## 489                                    Grenada 2009 Developing            72.4
## 490                                South Sudan 2007 Developing            53.1
## 491                                     Zambia 2011 Developing            58.2
## 492                                   Botswana 2009 Developing            59.2
## 493                                      Tonga 2009 Developing            72.5
## 494                 Iran (Islamic Republic of) 2003 Developing            75.0
## 495                                      Yemen 2001 Developing            61.1
## 496         Venezuela (Bolivarian Republic of) 2006 Developing            73.6
## 497                                      Ghana 2005 Developing            58.9
## 498                                 Mauritania 2002 Developing            62.0
## 499           Micronesia (Federated States of) 2010 Developing            68.7
## 500                                  Guatemala 2011 Developing            71.1
## 501                               Turkmenistan 2014 Developing            66.0
## 502                                      Haiti 2011 Developing            62.3
## 503                                   Bulgaria 2000  Developed            71.1
## 504                                Afghanistan 2014 Developing            59.9
## 505                                     Mexico 2001 Developing            75.0
## 506                                     Uganda 2009 Developing            57.5
## 507                                 Kazakhstan 2012 Developing            69.1
## 508                                   Mongolia 2001 Developing            63.2
## 509                                    Burundi 2002 Developing            51.5
## 510                                   Mongolia 2009 Developing            66.9
## 511                   United States of America 2006  Developed            77.8
## 512      Democratic People's Republic of Korea 2005 Developing            68.5
## 513                                   Djibouti 2015 Developing            63.5
## 514                                     Serbia 2010 Developing            74.4
## 515                                Timor-Leste 2004 Developing            62.3
## 516                                      Congo 2009 Developing            68.0
## 517                                      Egypt 2014 Developing            78.0
## 518                                South Sudan 2008 Developing            53.6
## 519                   Central African Republic 2013 Developing            49.9
## 520                               Turkmenistan 2010 Developing            65.8
## 521                                     Angola 2013 Developing            51.1
## 522                United Republic of Tanzania 2000 Developing            49.2
## 523                                       Iraq 2003 Developing            66.5
## 524                                      Congo 2011 Developing            62.9
## 525                                       Oman 2000 Developing            72.6
## 526                                    Hungary 2001  Developed            72.3
## 527                                  Swaziland 2008 Developing            51.4
## 528           Bolivia (Plurinational State of) 2002 Developing            63.9
## 529                                   Zimbabwe 2012 Developing            56.6
## 530                        Republic of Moldova 2012 Developing            79.0
## 531                            Solomon Islands 2010 Developing            68.3
## 532                                 Madagascar 2004 Developing            64.0
## 533                               Turkmenistan 2002 Developing            63.3
## 534                                  Swaziland 2014 Developing            58.4
## 535           Democratic Republic of the Congo 2014 Developing            59.3
## 536                                       Iraq 2015 Developing            68.9
## 537           Micronesia (Federated States of) 2006 Developing            68.0
## 538                                   Cameroon 2009 Developing            54.8
## 539                                    Estonia 2010 Developing            75.6
## 540                                    Algeria 2000 Developing            71.3
## 541                                     Rwanda 2002 Developing            57.0
## 542                                 Azerbaijan 2008 Developing            73.0
## 543                                   Thailand 2008 Developing            73.5
## 544                                  Nicaragua 2008 Developing            72.5
## 545                                       Chad 2007 Developing            49.4
## 546                                    Liberia 2012 Developing            67.0
## 547                                 Madagascar 2010 Developing            63.3
## 548                         Dominican Republic 2004 Developing            69.3
## 549                                    Burundi 2000 Developing            58.0
## 550                                     Jordan 2001 Developing            71.9
## 551                               South Africa 2010 Developing            58.0
## 552                                   Slovenia 2003  Developed            76.5
## 553                                    Algeria 2009 Developing            74.4
## 554                                    Algeria 2003 Developing            71.7
## 555                       Syrian Arab Republic 2011 Developing            71.7
## 556           Micronesia (Federated States of) 2005 Developing            67.9
## 557                                El Salvador 2006 Developing            75.0
## 558                                   Thailand 2001 Developing            71.2
## 559                                 Azerbaijan 2001 Developing            67.5
## 560           Micronesia (Federated States of) 2013 Developing            69.2
## 561                                  Mauritius 2014 Developing            74.2
## 562                                 Bangladesh 2006 Developing            68.2
## 563                                      Kenya 2006 Developing            55.3
## 564                                     Malawi 2013 Developing            56.7
## 565                                       Peru 2006 Developing            74.2
## 566                                   Djibouti 2005 Developing            58.6
## 567                                  Argentina 2007 Developing            74.8
## 568                                    Lesotho 2004 Developing            44.8
## 569                                     Guyana 2003 Developing            65.3
## 570                                    Eritrea 2009 Developing            61.4
## 571                                   Ethiopia 2011 Developing            62.6
## 572                                   Djibouti 2013 Developing            62.7
## 573                                      Nepal 2013 Developing            69.3
## 574                                    Uruguay 2010 Developing            76.3
## 575                                    Estonia 2013 Developing            76.9
## 576                                     Zambia 2004 Developing            47.9
## 577                                Afghanistan 2012 Developing            59.5
## 578                                    Algeria 2013 Developing            75.3
## 579                                    Uruguay 2013 Developing            76.8
## 580                                     Turkey 2006 Developing            72.8
## 581                                Timor-Leste 2011 Developing            67.2
## 582                                 Mauritania 2003 Developing            63.0
## 583                                     Latvia 2002  Developed            73.0
## 584                                    Myanmar 2001 Developing            62.5
## 585                                    Jamaica 2008 Developing            74.5
## 586                                   Thailand 2013 Developing            74.5
## 587                                     Uganda 2010 Developing            58.4
## 588                                     Belize 2008 Developing            69.6
## 589                                       Fiji 2001 Developing            67.8
## 590                                   Slovenia 2004  Developed            77.2
## 591                                     Serbia 2005 Developing            73.0
## 592                                     Brazil 2010 Developing            73.8
## 593                                    Grenada 2002 Developing            79.0
## 594                        Republic of Moldova 2013 Developing            71.7
## 595                                Philippines 2007 Developing            67.5
## 596                                    Somalia 2009 Developing            52.2
## 597                                El Salvador 2015 Developing            73.5
## 598                                       Fiji 2000 Developing            67.7
## 599                                    Ecuador 2004 Developing            74.4
## 600                        Antigua and Barbuda 2011 Developing            75.7
## 601                                      Kenya 2005 Developing            54.1
## 602                                    Uruguay 2001 Developing            75.2
## 603                                     Malawi 2004 Developing            45.1
## 604                                       Peru 2005 Developing            72.8
## 605           Bolivia (Plurinational State of) 2008 Developing            67.4
## 606                                Afghanistan 2015 Developing            65.0
## 607                                     Panama 2007 Developing            76.4
## 608                                    Eritrea 2004 Developing            59.1
## 609                                 Mauritania 2005 Developing            66.0
## 610                                     Guinea 2014 Developing            58.1
## 611                                 Kyrgyzstan 2008 Developing            67.6
## 612                            Solomon Islands 2011 Developing            68.5
## 613                                    Myanmar 2004 Developing            63.5
## 614                                 Kyrgyzstan 2010 Developing            68.8
## 615                                  Guatemala 2001 Developing            68.4
## 616                                   Cambodia 2001 Developing            58.5
## 617                                   Paraguay 2014 Developing            73.9
## 618                                   Slovakia 2005  Developed            74.0
## 619                                 Kazakhstan 2006 Developing            65.0
## 620                                   Bulgaria 2006  Developed            72.2
## 621                                   Mongolia 2006 Developing            65.0
## 622                                   Barbados 2003 Developing            73.7
## 623                                   Suriname 2011 Developing            76.0
## 624                                    Czechia 2000  Developed            74.7
## 625                                South Sudan 2015 Developing            57.3
## 626                                    Romania 2000  Developed            77.0
## 627                                    Lesotho 2008 Developing            47.8
## 628                                  Swaziland 2013 Developing            57.6
## 629                                    Myanmar 2007 Developing            64.5
## 630                                   Slovakia 2013  Developed            76.1
## 631                           Papua New Guinea 2014 Developing            62.7
## 632                                     Panama 2005 Developing            75.8
## 633                                    Namibia 2002 Developing            55.7
## 634                             Côte d'Ivoire 2013 Developing            52.3
## 635                                   Slovenia 2000  Developed            76.0
## 636                                   Kiribati 2007 Developing            65.0
## 637                                   Malaysia 2014 Developing            74.8
## 638                                 Uzbekistan 2000 Developing            67.1
## 639                                     Brazil 2002 Developing            71.4
## 640                         Russian Federation 2009 Developing            68.2
## 641                        Trinidad and Tobago 2005 Developing            69.5
## 642                                    Eritrea 2001 Developing            58.1
## 643                                    Nigeria 2015 Developing            54.5
## 644                               Sierra Leone 2012 Developing            49.7
## 645                                    Uruguay 2012 Developing            76.5
## 646                                     Poland 2002  Developed            74.5
## 647                                   Botswana 2006 Developing            54.8
## 648                                       Chad 2014 Developing            52.6
## 649                                    Lesotho 2013 Developing            52.1
## 650                                       Peru 2011 Developing            74.5
## 651                                       Peru 2001 Developing            72.4
## 652                                 Bangladesh 2010 Developing            69.9
## 653                         Russian Federation 2003 Developing            64.6
## 654                                     Angola 2010 Developing            49.6
## 655           Micronesia (Federated States of) 2008 Developing            68.4
## 656                        Antigua and Barbuda 2007 Developing            75.0
## 657                                      Samoa 2010 Developing            72.6
## 658                                South Sudan 2001 Developing            49.6
## 659                                      India 2003 Developing            63.7
## 660                                     Panama 2011 Developing            77.3
## 661                        Trinidad and Tobago 2000 Developing            69.1
## 662                                   Slovakia 2010  Developed            75.1
## 663                                   Cambodia 2015 Developing            68.7
## 664                                  Indonesia 2015 Developing            69.1
## 665                                Saint Lucia 2001 Developing            71.8
## 666                                   Cameroon 2004 Developing            52.1
## 667                                    Grenada 2015 Developing            73.6
## 668                                     Guinea 2003 Developing            53.3
## 669                               Burkina Faso 2010 Developing            57.5
## 670                                 Azerbaijan 2005 Developing            68.4
## 671                                   Paraguay 2004 Developing            71.9
## 672                                   Bulgaria 2010  Developed            73.4
## 673                                    Belarus 2012 Developing            71.9
## 674                                El Salvador 2011 Developing            72.0
## 675                               Sierra Leone 2014 Developing            48.1
## 676                                    Myanmar 2005 Developing            63.9
## 677                                    Ecuador 2005 Developing            74.2
## 678                                 Bangladesh 2012 Developing            77.0
## 679                                   Bulgaria 2011  Developed            73.7
## 680                                   Suriname 2009 Developing            70.0
## 681                                    Hungary 2009  Developed            74.2
## 682                                   Botswana 2013 Developing            64.2
## 683                                 Montenegro 2009 Developing            75.0
## 684                                    Ukraine 2004 Developing            67.4
## 685                                    Belarus 2001 Developing            67.7
## 686                                    Somalia 2003 Developing            51.1
## 687                                 Uzbekistan 2010 Developing            68.3
## 688                                     Turkey 2004 Developing            72.0
## 689                                     Belize 2005 Developing            69.0
## 690                                  Mauritius 2004 Developing            71.9
## 691                         Russian Federation 2007 Developing            67.3
## 692                                  Lithuania 2008  Developed            71.1
## 693                                      Kenya 2010 Developing            63.0
## 694                                    Croatia 2006  Developed            75.9
## 695                                    Ukraine 2013 Developing            71.0
## 696                                      Nepal 2014 Developing            69.6
## 697                                  Mauritius 2009 Developing            72.8
## 698                                    Lesotho 2010 Developing            51.1
## 699                                    Armenia 2010 Developing            73.5
## 700                                 Kyrgyzstan 2006 Developing            66.7
## 701                                      Libya 2009 Developing            72.7
## 702                        Antigua and Barbuda 2000 Developing            73.6
## 703                                   Viet Nam 2009 Developing            75.0
## 704                                   Slovakia 2012  Developed            75.8
## 705                                       Chad 2011 Developing            51.6
## 706                               South Africa 2004 Developing            53.7
## 707                                El Salvador 2004 Developing            70.0
## 708                                    Grenada 2006 Developing            71.7
## 709                                    Burundi 2012 Developing            58.0
## 710                                 Azerbaijan 2006 Developing            69.2
## 711                         Russian Federation 2008 Developing            67.5
## 712                                  Argentina 2006 Developing            75.2
## 713                                    Jamaica 2013 Developing            75.6
## 714                      Sao Tome and Principe 2011 Developing            66.6
## 715                                     Mexico 2000 Developing            74.8
## 716                                     Rwanda 2008 Developing            68.0
## 717                                Afghanistan 2004 Developing            57.0
## 718                                      Niger 2000 Developing            50.0
## 719                                     Turkey 2011 Developing            74.5
## 720                                      Gabon 2002 Developing            59.7
## 721                         Russian Federation 2004 Developing            64.9
## 722                       Syrian Arab Republic 2014 Developing            64.4
## 723                                   Botswana 2000 Developing            47.8
## 724                                      Benin 2001 Developing            55.5
## 725                                     Angola 2004 Developing            47.1
## 726                            Solomon Islands 2001 Developing            66.2
## 727           Democratic Republic of the Congo 2000 Developing            51.3
## 728                                      Sudan 2012 Developing            63.2
## 729                 Iran (Islamic Republic of) 2008 Developing            72.7
## 730                                 Mozambique 2005 Developing            58.0
## 731                                      India 2011 Developing            66.8
## 732                                    Comoros 2000 Developing            59.5
## 733                                 Mozambique 2004 Developing            54.0
## 734                                  Lithuania 2010  Developed            72.4
## 735                                    Nigeria 2009 Developing            51.6
## 736           Saint Vincent and the Grenadines 2006 Developing            71.7
## 737                                      Yemen 2013 Developing            65.4
## 738                                 Seychelles 2002 Developing            72.1
## 739                                   Cameroon 2012 Developing            55.9
## 740                                     Turkey 2005 Developing            72.4
## 741                                     Jordan 2012 Developing            73.7
## 742                                    Belarus 2010 Developing            73.0
## 743                                      Yemen 2009 Developing            64.1
## 744                                     Poland 2003  Developed            74.7
## 745                                   Cambodia 2013 Developing            67.8
## 746                        Republic of Moldova 2008 Developing            68.9
## 747                                   Kiribati 2004 Developing            64.8
## 748                                 Azerbaijan 2015 Developing            72.7
## 749                                    Vanuatu 2010 Developing            71.0
## 750                                      Niger 2001 Developing            56.0
## 751                                Timor-Leste 2010 Developing            66.9
## 752                                      Nepal 2008 Developing            67.0
## 753                                   Ethiopia 2005 Developing            56.0
## 754                 Iran (Islamic Republic of) 2005 Developing            72.0
## 755                         Dominican Republic 2006 Developing            72.3
## 756                         Russian Federation 2002 Developing            64.8
## 757                                      Haiti 2010 Developing            36.3
## 758                               Turkmenistan 2011 Developing            65.6
## 759                                    Belarus 2002 Developing            67.2
## 760                                    Ukraine 2003 Developing            67.6
## 761                                   Maldives 2001 Developing            78.0
## 762                         Dominican Republic 2014 Developing            73.6
## 763                                   Viet Nam 2000 Developing            73.4
## 764                                       Togo 2005 Developing            55.0
## 765                                   Mongolia 2012 Developing            67.8
## 766                                   Malaysia 2015 Developing            75.0
## 767                                     Mexico 2008 Developing            75.6
## 768                                   Colombia 2005 Developing            73.1
## 769                             Côte d'Ivoire 2015 Developing            53.3
## 770                                    Belarus 2004 Developing            68.2
## 771                                    Jamaica 2015 Developing            76.2
## 772                                Philippines 2003 Developing            67.2
## 773                                   Thailand 2011 Developing            74.1
## 774                                   Barbados 2008 Developing            74.4
## 775                                     Poland 2011  Developed            76.7
## 776                          Equatorial Guinea 2004 Developing            54.1
## 777                              Guinea-Bissau 2013 Developing            58.1
## 778                                   Honduras 2010 Developing            73.6
## 779                                    Grenada 2004 Developing            73.0
## 780                               South Africa 2009 Developing            56.5
## 781                                   Colombia 2012 Developing            74.3
## 782                                     Guyana 2002 Developing            65.3
## 783                                       Mali 2006 Developing            54.3
## 784                                    Liberia 2013 Developing            61.1
## 785                        Antigua and Barbuda 2010 Developing            75.6
## 786                                      Egypt 2008 Developing            69.8
## 787                                      Benin 2012 Developing            59.3
## 788                                    Lesotho 2001 Developing            47.8
## 789                        Antigua and Barbuda 2005 Developing            74.6
## 790                                     Bhutan 2008 Developing            67.0
## 791                               Burkina Faso 2011 Developing            58.1
## 792                                    Senegal 2015 Developing            66.7
## 793                                     Poland 2009  Developed            75.7
## 794                                     Bhutan 2005 Developing            65.0
## 795                                    Nigeria 2012 Developing            52.7
## 796                                  Sri Lanka 2005 Developing            74.2
## 797                                      Egypt 2002 Developing            68.7
## 798                                       Chad 2012 Developing            51.8
## 799                                    Morocco 2005 Developing            77.0
## 800                                    Somalia 2000 Developing            55.0
## 801                                    Hungary 2014  Developed            75.6
## 802                                   Suriname 2012 Developing            71.3
## 803                                   Djibouti 2004 Developing            58.1
## 804           Democratic Republic of the Congo 2012 Developing            58.3
## 805                                    Croatia 2000  Developed            74.7
## 806                                     Latvia 2011  Developed            73.6
## 807                                   Colombia 2011 Developing            74.2
## 808                                  Nicaragua 2012 Developing            73.9
## 809                                    Ecuador 2003 Developing            74.4
## 810                        Trinidad and Tobago 2013 Developing            71.0
## 811                               Burkina Faso 2001 Developing            56.0
## 812                                     Malawi 2015 Developing            58.3
## 813                      Sao Tome and Principe 2007 Developing            65.1
## 814                                 Kazakhstan 2005 Developing            64.6
## 815                                   Kiribati 2006 Developing            65.0
## 816                                    Bahamas 2001 Developing            72.9
## 817                                    Belarus 2006 Developing            68.9
## 818                                    Senegal 2006 Developing            61.3
## 819                                      Kenya 2007 Developing            56.8
## 820                                    Hungary 2010  Developed            74.5
## 821                                  Mauritius 2015 Developing            74.6
## 822                         Dominican Republic 2013 Developing            73.4
## 823                                   Cambodia 2006 Developing            64.1
## 824                      Sao Tome and Principe 2000 Developing            62.6
## 825                                    Burundi 2007 Developing            54.8
## 826                                South Sudan 2006 Developing            52.5
## 827                                   Maldives 2000 Developing            69.6
## 828           Bolivia (Plurinational State of) 2006 Developing            66.2
## 829           Lao People's Democratic Republic 2011 Developing            64.0
## 830                                    Romania 2013  Developed            74.6
## 831                                   Viet Nam 2005 Developing            74.4
## 832      Democratic People's Republic of Korea 2000 Developing            65.4
## 833                                   Ethiopia 2014 Developing            64.2
## 834                                    Namibia 2011 Developing            64.3
## 835                                      Yemen 2003 Developing            61.9
## 836                                     Brazil 2015 Developing            75.0
## 837                                    Senegal 2009 Developing            63.5
## 838                           Papua New Guinea 2006 Developing            68.0
## 839                               Burkina Faso 2008 Developing            56.1
## 840                               Sierra Leone 2008 Developing            46.2
## 841           Democratic Republic of the Congo 2009 Developing            56.7
## 842                            Solomon Islands 2008 Developing            68.0
## 843                                    Liberia 2007 Developing            57.9
## 844                                    Jamaica 2010 Developing            75.0
## 845                                South Sudan 2012 Developing            56.0
## 846                                   Ethiopia 2009 Developing            68.0
## 847                                    Algeria 2002 Developing            71.6
## 848                                      Nepal 2000 Developing            62.5
## 849                                     Panama 2001 Developing            75.5
## 850  The former Yugoslav republic of Macedonia 2001 Developing            73.1
## 851                                    Eritrea 2012 Developing            63.6
## 852                                 Uzbekistan 2004 Developing            67.8
## 853                                   Paraguay 2000 Developing            79.0
## 854                                Saint Lucia 2010 Developing            74.2
## 855                                    Comoros 2001 Developing            59.5
## 856                                  Indonesia 2010 Developing            68.1
## 857                   United States of America 2003  Developed            77.2
## 858                                  Mauritius 2006 Developing            71.8
## 859                                    Belarus 2015 Developing            72.3
## 860                                     Panama 2000 Developing            75.7
## 861                                     Malawi 2001 Developing            43.5
## 862                                     Malawi 2008 Developing            50.0
## 863                                    Lesotho 2009 Developing            49.4
## 864                                     Brazil 2014 Developing            74.8
## 865                                 Bangladesh 2005 Developing            67.8
## 866                                     Serbia 2006 Developing            73.6
## 867                                     Gambia 2004 Developing            57.3
## 868                         Russian Federation 2011 Developing            69.4
## 869                                   Barbados 2001 Developing            73.4
## 870                                    Georgia 2014 Developing            74.5
## 871                                    Belarus 2008 Developing            70.0
## 872                                    Algeria 2011 Developing            74.9
## 873                                   Zimbabwe 2011 Developing            54.9
## 874                                    Hungary 2008  Developed            74.1
## 875                United Republic of Tanzania 2009 Developing            56.9
## 876                                     Gambia 2011 Developing            59.8
## 877                                   Djibouti 2002 Developing            57.9
## 878                                    Georgia 2002 Developing            71.7
## 879                                      Benin 2014 Developing            59.7
## 880           Micronesia (Federated States of) 2001 Developing            67.2
## 881                                    Hungary 2006  Developed            73.4
## 882                                       Fiji 2015 Developing            69.9
## 883                                  Indonesia 2003 Developing            66.9
## 884                                   Paraguay 2007 Developing            72.5
## 885                          Equatorial Guinea 2012 Developing            56.7
## 886                                    Somalia 2011 Developing            53.1
## 887                                  Indonesia 2013 Developing            68.7
## 888                                Saint Lucia 2002 Developing            72.0
## 889                      Sao Tome and Principe 2001 Developing            62.8
## 890                                    Burundi 2006 Developing            54.1
## 891                                      Gabon 2004 Developing            59.7
## 892                                   Suriname 2002 Developing            67.9
## 893                                   Ethiopia 2001 Developing            52.5
## 894      Democratic People's Republic of Korea 2002 Developing            67.6
## 895                          Equatorial Guinea 2013 Developing            57.4
## 896                                   Thailand 2004 Developing            71.6
## 897                                    Senegal 2013 Developing            66.0
## 898                                     Serbia 2003 Developing            73.0
## 899                                    Hungary 2007  Developed            73.5
## 900                        Republic of Moldova 2011 Developing            77.0
## 901                                    Comoros 2015 Developing            63.5
## 902                               Sierra Leone 2009 Developing            47.1
## 903                                 Kyrgyzstan 2005 Developing            66.9
## 904                        Trinidad and Tobago 2007 Developing            69.7
## 905                               South Africa 2011 Developing            58.9
## 906                                 Tajikistan 2005 Developing            65.5
## 907           Saint Vincent and the Grenadines 2003 Developing            71.0
## 908                                     Malawi 2007 Developing            48.5
## 909                                   Pakistan 2004 Developing            63.7
## 910                                    Lebanon 2000 Developing            72.7
## 911                                 Kyrgyzstan 2000 Developing            66.6
## 912                                       Togo 2015 Developing            59.9
## 913                                    Eritrea 2007 Developing            62.0
## 914                      Sao Tome and Principe 2002 Developing            63.1
## 915                                    Jamaica 2007 Developing            74.2
## 916                               Burkina Faso 2004 Developing            52.4
## 917                       Syrian Arab Republic 2010 Developing            73.7
## 918                            Solomon Islands 2000 Developing            65.8
## 919           Saint Vincent and the Grenadines 2004 Developing            71.2
## 920                                     Brazil 2006 Developing            73.0
## 921                                     Mexico 2012 Developing            76.3
## 922                                   Ethiopia 2012 Developing            63.3
## 923                                   Mongolia 2003 Developing            64.0
## 924                                      Kenya 2003 Developing            52.4
## 925                                     Jordan 2004 Developing            72.5
## 926      Democratic People's Republic of Korea 2014 Developing            73.0
## 927                                     Serbia 2002 Developing            72.9
## 928                                     Zambia 2010 Developing            58.0
## 929                                Timor-Leste 2013 Developing            67.7
## 930                                     Jordan 2015 Developing            74.1
## 931                          Equatorial Guinea 2005 Developing            54.4
## 932           Bolivia (Plurinational State of) 2013 Developing            71.0
## 933                                   Ethiopia 2015 Developing            64.8
## 934                                   Barbados 2004 Developing            73.8
## 935                               South Africa 2008 Developing            55.3
## 936                                 Cabo Verde 2000 Developing            69.9
## 937                                      India 2001 Developing            62.9
## 938                                      India 2013 Developing            67.6
## 939                                   Mongolia 2008 Developing            67.4
## 940                                   Malaysia 2004 Developing            73.2
## 941                                    Armenia 2009 Developing            73.3
## 942                                      Tonga 2010 Developing            72.8
## 943                        Republic of Moldova 2003 Developing            67.6
## 944                                    Vanuatu 2014 Developing            71.7
## 945                                 Madagascar 2003 Developing            59.9
## 946                                   Mongolia 2015 Developing            68.8
## 947                                      Sudan 2008 Developing            61.8
## 948                                    Georgia 2015 Developing            74.4
## 949                                    Liberia 2001 Developing            51.5
## 950                                    Grenada 2008 Developing            72.1
## 951                                      India 2005 Developing            64.4
## 952                                  Guatemala 2012 Developing            71.3
## 953                                 Mozambique 2003 Developing            51.0
## 954                                   Thailand 2010 Developing            73.9
## 955                                    Romania 2002  Developed            77.0
## 956                                El Salvador 2012 Developing            73.0
## 957                                     Latvia 2007  Developed            78.0
## 958                                      Egypt 2012 Developing            72.0
## 959                                      Libya 2002 Developing            71.1
## 960                                    Lesotho 2002 Developing            46.4
## 961                                       Chad 2006 Developing            48.5
## 962           Saint Vincent and the Grenadines 2001 Developing            79.0
## 963                                     Mexico 2006 Developing            75.8
## 964                                      Egypt 2013 Developing            79.0
## 965                                    Algeria 2012 Developing            75.1
## 966                                   Malaysia 2008 Developing            73.8
## 967                        Antigua and Barbuda 2012 Developing            75.9
## 968                             Côte d'Ivoire 2008 Developing            54.0
## 969                                    Somalia 2010 Developing            52.4
## 970                                    Bahamas 2012 Developing            74.9
## 971                                   Botswana 2001 Developing            46.7
## 972                                Afghanistan 2005 Developing            57.3
## 973                                       Iraq 2010 Developing            76.0
## 974                        Republic of Moldova 2009 Developing            69.0
## 975                                   Mongolia 2013 Developing            68.1
## 976                                   Thailand 2007 Developing            73.3
## 977                                 Mozambique 2007 Developing            52.1
## 978                                      Ghana 2006 Developing            59.4
## 979                                      Congo 2010 Developing            62.0
## 980                                 Mauritania 2004 Developing            64.0
## 981                                  Nicaragua 2005 Developing            71.2
## 982                                   Ethiopia 2010 Developing            61.8
## 983                                      Tonga 2001 Developing            71.8
## 984                                     Belize 2009 Developing            69.5
## 985                                   Maldives 2002 Developing            71.8
## 986                          Equatorial Guinea 2000 Developing            52.7
## 987                                 Tajikistan 2004 Developing            65.9
## 988                                      Ghana 2010 Developing            69.0
## 989                                       Mali 2014 Developing            57.8
## 990           Lao People's Democratic Republic 2010 Developing            63.6
## 991                                    Vanuatu 2005 Developing            69.9
## 992                        Trinidad and Tobago 2001 Developing            69.1
## 993                              Guinea-Bissau 2015 Developing            58.9
## 994                              Guinea-Bissau 2012 Developing            57.6
## 995                                    Somalia 2012 Developing            53.1
## 996                                    Czechia 2003  Developed            75.2
## 997                                      Kenya 2001 Developing            51.9
## 998                                Afghanistan 2009 Developing            58.6
## 999                                     Mexico 2014 Developing            76.6
## 1000                                   Eritrea 2014 Developing            64.4
## 1001                                   Senegal 2004 Developing            59.7
## 1002          Democratic Republic of the Congo 2005 Developing            54.3
## 1003                               Philippines 2012 Developing            68.1
## 1004                              Turkmenistan 2003 Developing            63.4
## 1005                                     Nepal 2010 Developing            68.0
## 1006                                  Slovakia 2009  Developed            75.0
## 1007                                   Grenada 2000 Developing            74.0
## 1008                                   Morocco 2008 Developing            71.8
## 1009                                      Fiji 2004 Developing            68.1
## 1010                         Equatorial Guinea 2008 Developing            55.4
## 1011                                     Samoa 2014 Developing            73.8
## 1012                                      Togo 2010 Developing            57.4
## 1013                                Bangladesh 2014 Developing            71.4
## 1014                                    Bhutan 2015 Developing            69.8
## 1015                                  Paraguay 2010 Developing            73.2
## 1016                                   Uruguay 2002 Developing            75.4
## 1017                                   Bahamas 2009 Developing            74.6
## 1018                              Sierra Leone 2010 Developing            48.1
## 1019                                    Serbia 2011 Developing            74.6
## 1020                                    Rwanda 2012 Developing            64.6
## 1021                                     Tonga 2007 Developing            72.5
## 1022                                Azerbaijan 2013 Developing            72.2
## 1023                                   Ukraine 2000 Developing            67.5
## 1024                                  Ethiopia 2008 Developing            59.8
## 1025                                     Yemen 2008 Developing            63.8
## 1026                                   Uruguay 2009 Developing            76.6
## 1027        Venezuela (Bolivarian Republic of) 2015 Developing            74.1
## 1028                                   Vanuatu 2013 Developing            71.6
## 1029                                  Thailand 2014 Developing            74.6
## 1030                                  Botswana 2010 Developing            61.1
## 1031 The former Yugoslav republic of Macedonia 2002 Developing            72.8
## 1032                                     Haiti 2012 Developing            62.3
## 1033                                   Vanuatu 2009 Developing            78.0
## 1034                                 Mauritius 2007 Developing            72.9
## 1035                               Philippines 2010 Developing            67.9
## 1036                                      Togo 2014 Developing            59.7
## 1037                                     Libya 2007 Developing            72.5
## 1038                                   Burundi 2015 Developing            59.6
## 1039                                Kazakhstan 2002 Developing            64.7
## 1040                              Turkmenistan 2004 Developing            63.5
## 1041                                     Benin 2007 Developing            57.1
## 1042                                Tajikistan 2008 Developing            66.4
## 1043                                   Nigeria 2007 Developing            55.0
## 1044                                      Peru 2014 Developing            75.3
## 1045               United Republic of Tanzania 2012 Developing            58.6
## 1046                                     Congo 2003 Developing            53.2
## 1047        Venezuela (Bolivarian Republic of) 2010 Developing            73.7
## 1048                       Republic of Moldova 2000 Developing            67.1
## 1049                                  Djibouti 2003 Developing            58.0
## 1050                               Saint Lucia 2004 Developing            72.6
## 1051                                   Eritrea 2015 Developing            64.7
## 1052                                   Grenada 2003 Developing            71.1
## 1053                                  Slovakia 2002  Developed            73.7
## 1054                                  Viet Nam 2004 Developing            74.2
## 1055                         Equatorial Guinea 2010 Developing            56.1
## 1056                                   Namibia 2010 Developing            63.0
## 1057 The former Yugoslav republic of Macedonia 2006 Developing            73.7
## 1058                       Antigua and Barbuda 2008 Developing            75.2
## 1059                                     Congo 2008 Developing            59.4
## 1060                                   Algeria 2008 Developing            74.1
## 1061                                  Ethiopia 2000 Developing            51.2
## 1062                                    Uganda 2005 Developing            53.2
## 1063                                Mozambique 2014 Developing            56.7
## 1064        Venezuela (Bolivarian Republic of) 2002 Developing            73.1
## 1065                                 Lithuania 2009  Developed            72.2
## 1066                                    Serbia 2000 Developing            72.6
## 1067                                     Benin 2005 Developing            56.5
## 1068                                    Gambia 2003 Developing            57.0
## 1069                                   Croatia 2002  Developed            74.8
## 1070                                   Namibia 2008 Developing            61.7
## 1071                                   Ecuador 2000 Developing            72.8
## 1072                                     Egypt 2007 Developing            69.7
## 1073                                     India 2010 Developing            66.4
## 1074                                   Morocco 2007 Developing            71.4
## 1075                                   Hungary 2002  Developed            72.5
## 1076                                  Viet Nam 2003 Developing            74.0
## 1077                                     Congo 2001 Developing            52.7
## 1078                                    Bhutan 2004 Developing            64.2
## 1079                              Turkmenistan 2007 Developing            64.1
## 1080                                    Gambia 2009 Developing            59.0
## 1081                                 Sri Lanka 2008 Developing            72.3
## 1082                                    Gambia 2013 Developing            66.0
## 1083                                Seychelles 2005 Developing            72.2
## 1084                                     Libya 2012 Developing            72.9
## 1085                                      Fiji 2012 Developing            69.4
## 1086                              Turkmenistan 2001 Developing            64.0
## 1087                                  Viet Nam 2014 Developing            75.9
## 1088                                     Niger 2002 Developing            51.4
## 1089                                    Poland 2000  Developed            73.7
## 1090                                    Gambia 2012 Developing            62.0
## 1091                     Sao Tome and Principe 2005 Developing            64.3
## 1092                                     Nepal 2011 Developing            68.4
## 1093                                    Bhutan 2009 Developing            67.4
## 1094                                     Sudan 2015 Developing            64.1
## 1095                                     Yemen 2000 Developing            68.0
## 1096                                   Senegal 2003 Developing            59.0
## 1097                                   Ukraine 2009 Developing            69.2
## 1098                                    Belize 2006 Developing            69.4
## 1099     Democratic People's Republic of Korea 2013 Developing            71.0
## 1100                                  Slovenia 2001  Developed            76.2
## 1101                                   Senegal 2001 Developing            57.9
## 1102                              Turkmenistan 2015 Developing            66.3
## 1103                     Sao Tome and Principe 2012 Developing            66.9
## 1104                                    Poland 2012  Developed            76.8
## 1105                                  Cameroon 2007 Developing            53.6
## 1106                                   Bahamas 2000 Developing            72.6
## 1107                                    Panama 2013 Developing            77.5
## 1108                                    Brazil 2003 Developing            71.8
## 1109                                    Uganda 2013 Developing            67.0
## 1110                                   Somalia 2005 Developing            51.6
## 1111                                   Lesotho 2007 Developing            46.2
## 1112                                    Angola 2003 Developing            46.8
## 1113        Venezuela (Bolivarian Republic of) 2005 Developing            73.6
## 1114                                    Jordan 2006 Developing            72.8
## 1115                                   Romania 2010  Developed            73.4
## 1116                                  Honduras 2014 Developing            74.5
## 1117                                Tajikistan 2006 Developing            65.9
## 1118          Lao People's Democratic Republic 2009 Developing            63.1
## 1119                                Cabo Verde 2009 Developing            72.4
## 1120                                  Cambodia 2005 Developing            62.9
## 1121                                     Niger 2009 Developing            57.1
## 1122                                  Bulgaria 2004  Developed            72.2
## 1123                                   Burundi 2001 Developing            51.3
## 1124                                    Belize 2010 Developing            69.5
## 1125                                 Mauritius 2005 Developing            72.1
## 1126                                     Benin 2006 Developing            56.8
## 1127                                   Estonia 2007 Developing            73.0
## 1128                                 Nicaragua 2000 Developing            73.0
## 1129                         Equatorial Guinea 2006 Developing            54.8
## 1130                                      Iraq 2014 Developing            67.9
## 1131                                     Benin 2008 Developing            57.6
## 1132                          Papua New Guinea 2011 Developing            62.0
## 1133                       Antigua and Barbuda 2006 Developing            74.8
## 1134                                Azerbaijan 2004 Developing            68.4
## 1135                     Sao Tome and Principe 2003 Developing            63.4
## 1136                                   Morocco 2009 Developing            72.3
## 1137          Democratic Republic of the Congo 2004 Developing            53.5
## 1138                                     Niger 2013 Developing            69.0
## 1139                                   Comoros 2010 Developing            61.8
## 1140                                 Mauritius 2000 Developing            71.0
## 1141                                 Nicaragua 2009 Developing            73.2
## 1142                                    Gambia 2008 Developing            58.7
## 1143                                    Gambia 2007 Developing            58.5
## 1144                          Papua New Guinea 2002 Developing            59.3
## 1145                                    Guinea 2004 Developing            54.0
## 1146                  United States of America 2004  Developed            77.5
## 1147                                   Grenada 2005 Developing            71.5
## 1148                                  Honduras 2006 Developing            72.8
## 1149                                  Cambodia 2008 Developing            65.6
## 1150                               Afghanistan 2011 Developing            59.2
## 1151                                     Gabon 2000 Developing            61.0
## 1152                                     Egypt 2003 Developing            68.6
## 1153                                      Peru 2007 Developing            74.0
## 1154                                  Paraguay 2006 Developing            72.3
## 1155                                Tajikistan 2011 Developing            68.1
## 1156                                  Viet Nam 2013 Developing            75.7
## 1157                                    Mexico 2011 Developing            76.1
## 1158                                 Lithuania 2014  Developed            73.4
## 1159                                 Mauritius 2003 Developing            71.5
## 1160          Lao People's Democratic Republic 2003 Developing            59.8
## 1161                        Russian Federation 2015 Developing            75.0
## 1162                                     Benin 2013 Developing            59.5
## 1163                                    Jordan 2011 Developing            73.6
## 1164                                Madagascar 2012 Developing            64.3
## 1165                                   Namibia 2003 Developing            55.0
## 1166                                   Somalia 2006 Developing            51.5
## 1167                                     Samoa 2002 Developing            76.0
## 1168                                  Colombia 2007 Developing            73.5
## 1169                        Dominican Republic 2001 Developing            71.2
## 1170                                   Eritrea 2003 Developing            58.8
## 1171                                     Gabon 2013 Developing            64.6
## 1172                                Montenegro 2002 Developing            73.4
## 1173                                  Slovakia 2003  Developed            73.8
## 1174                                  Thailand 2002 Developing            71.4
## 1175                                 Guatemala 2013 Developing            71.4
## 1176                                     Kenya 2002 Developing            52.1
## 1177                                    Brazil 2001 Developing            71.0
## 1178                                  Cambodia 2010 Developing            66.6
## 1179          Saint Vincent and the Grenadines 2009 Developing            72.3
## 1180                        Dominican Republic 2009 Developing            73.6
## 1181                                    Brazil 2007 Developing            73.3
## 1182                                    Malawi 2006 Developing            47.1
## 1183                                    Gambia 2002 Developing            56.6
## 1184                                  Suriname 2013 Developing            71.2
## 1185                                   Belarus 2009 Developing            70.0
## 1186                                    Malawi 2011 Developing            54.1
## 1187                                    Turkey 2007 Developing            73.2
## 1188                                    Turkey 2002 Developing            71.2
## 1189                                  Colombia 2002 Developing            71.8
## 1190                                 Lithuania 2012  Developed            73.0
## 1191                                Kazakhstan 2001 Developing            64.4
## 1192                                Montenegro 2003 Developing            73.5
## 1193                                    Zambia 2000 Developing            43.8
## 1194                                  Pakistan 2007 Developing            64.4
## 1195                                   Jamaica 2002 Developing            73.0
## 1196                                  Viet Nam 2006 Developing            74.6
## 1197                               Timor-Leste 2008 Developing            66.2
## 1198                         Equatorial Guinea 2001 Developing            53.1
## 1199                Iran (Islamic Republic of) 2009 Developing            73.3
## 1200                                   Namibia 2007 Developing            60.0
## 1201                                     Libya 2008 Developing            72.6
## 1202                                Cabo Verde 2010 Developing            72.5
## 1203                                     Benin 2004 Developing            56.1
## 1204                                    Guinea 2001 Developing            52.5
## 1205                                    Uganda 2011 Developing            59.3
## 1206                                    Turkey 2012 Developing            74.8
## 1207                                    Poland 2006  Developed            75.2
## 1208                               South Sudan 2013 Developing            56.4
## 1209                               Saint Lucia 2011 Developing            74.6
## 1210                  Central African Republic 2014 Developing            58.0
## 1211                                Kazakhstan 2009 Developing            67.8
## 1212                                      Fiji 2011 Developing            69.2
## 1213                                     Niger 2005 Developing            53.7
## 1214                       Trinidad and Tobago 2002 Developing            69.2
## 1215                                  Zimbabwe 2003 Developing            44.5
## 1216               United Republic of Tanzania 2006 Developing            53.1
## 1217                                   Lesotho 2006 Developing            45.3
## 1218                                   Senegal 2014 Developing            66.4
## 1219                                     Libya 2011 Developing            71.3
## 1220                                     Yemen 2011 Developing            64.6
## 1221                                   Somalia 2013 Developing            54.2
## 1222                                  Viet Nam 2007 Developing            74.7
## 1223                                     Samoa 2009 Developing            76.0
## 1224                                  Slovakia 2001  Developed            73.3
## 1225                                   Armenia 2013 Developing            74.4
## 1226                                  Djibouti 2000 Developing            57.4
## 1227                            Côte d'Ivoire 2006 Developing            49.4
## 1228                  United States of America 2002  Developed            77.0
## 1229                                 Argentina 2000 Developing            74.1
## 1230                        Dominican Republic 2012 Developing            72.1
## 1231                                 Indonesia 2000 Developing            66.3
## 1232                                    Malawi 2009 Developing            51.5
## 1233                                  Malaysia 2007 Developing            73.7
## 1234                                Azerbaijan 2014 Developing            72.5
## 1235                                   Georgia 2010 Developing            73.8
## 1236                                     Samoa 2004 Developing            71.4
## 1237                          Papua New Guinea 2013 Developing            62.4
## 1238                                 Mauritius 2012 Developing            73.9
## 1239                                   Nigeria 2013 Developing            53.2
## 1240                                Kyrgyzstan 2002 Developing            66.7
## 1241                       Trinidad and Tobago 2009 Developing            71.0
## 1242                                Montenegro 2011 Developing            75.4
## 1243                                   Ecuador 2006 Developing            74.4
## 1244                                Uzbekistan 2007 Developing            67.8
## 1245                                   Ecuador 2014 Developing            76.0
## 1246                                   Bahamas 2007 Developing            74.4
## 1247                                   Estonia 2008 Developing            74.2
## 1248                                     India 2015 Developing            68.3
## 1249                                   Somalia 2001 Developing            57.0
## 1250                                 Argentina 2014 Developing            76.2
## 1251                                    Jordan 2008 Developing            73.1
## 1252                                Kyrgyzstan 2007 Developing            67.2
## 1253                                     Kenya 2011 Developing            61.2
## 1254                                     Nepal 2004 Developing            64.7
## 1255                                   Belarus 2014 Developing            72.0
## 1256          Democratic Republic of the Congo 2013 Developing            58.8
## 1257                                   Romania 2005  Developed            71.9
## 1258                                 Lithuania 2005  Developed            78.0
## 1259                                  Zimbabwe 2015 Developing            67.0
## 1260                                  Honduras 2003 Developing            71.9
## 1261                                     Egypt 2009 Developing            69.9
## 1262          Democratic Republic of the Congo 2002 Developing            52.1
## 1263                                    Latvia 2015  Developed            74.6
## 1264                                Kazakhstan 2003 Developing            64.4
## 1265                                   Morocco 2001 Developing            69.0
## 1266                                  Cameroon 2008 Developing            54.2
## 1267        Venezuela (Bolivarian Republic of) 2008 Developing            73.2
## 1268                    Bosnia and Herzegovina 2000 Developing            74.6
## 1269                                     Kenya 2004 Developing            53.0
## 1270                                   Ukraine 2007 Developing            67.5
## 1271                                   Estonia 2001 Developing            78.0
## 1272                                   Nigeria 2008 Developing            59.0
## 1273                                 Sri Lanka 2004 Developing            69.1
## 1274                      Syrian Arab Republic 2003 Developing            73.0
## 1275          Lao People's Democratic Republic 2001 Developing            58.7
## 1276                                   Comoros 2011 Developing            62.2
## 1277                                      Fiji 2005 Developing            68.3
## 1278                                    Serbia 2007 Developing            73.8
## 1279                                      Peru 2003 Developing            72.1
## 1280                     Sao Tome and Principe 2014 Developing            67.3
## 1281                                  Pakistan 2001 Developing            63.0
## 1282                                   Somalia 2004 Developing            51.2
## 1283     Democratic People's Republic of Korea 2007 Developing            68.5
## 1284          Micronesia (Federated States of) 2014 Developing            69.4
## 1285                  Central African Republic 2015 Developing            52.5
## 1286                                  Mongolia 2002 Developing            63.8
## 1287                                     Libya 2001 Developing            71.0
## 1288                                     Yemen 2010 Developing            64.4
## 1289                                     Gabon 2007 Developing            61.6
## 1290                                      Mali 2011 Developing            56.8
## 1291                                    Jordan 2003 Developing            72.3
## 1292                                    Guyana 2008 Developing            66.3
## 1293                                     Nepal 2012 Developing            68.9
## 1294                          Papua New Guinea 2010 Developing            61.8
## 1295                                    Angola 2005 Developing            47.4
## 1296                                     Niger 2011 Developing            59.4
## 1297          Micronesia (Federated States of) 2011 Developing            68.9
## 1298                                  Honduras 2009 Developing            73.4
## 1299                                  Botswana 2011 Developing            62.2
## 1300                                  Kiribati 2005 Developing            64.9
## 1301                                     Samoa 2012 Developing            73.2
## 1302                                  Djibouti 2007 Developing            59.8
## 1303                                  Botswana 2007 Developing            56.9
## 1304                                      Iraq 2006 Developing            64.7
## 1305                                   Comoros 2012 Developing            62.5
## 1306                                    Guinea 2005 Developing            54.7
## 1307                       Republic of Moldova 2006 Developing            68.0
## 1308                                     Libya 2006 Developing            72.2
## 1309                                      Mali 2003 Developing            52.0
## 1310                                     Kenya 2000 Developing            51.9
## 1311                                    Guyana 2015 Developing            66.2
## 1312                                   Hungary 2000  Developed            71.7
## 1313                                   Lesotho 2012 Developing            52.2
## 1314                                  Pakistan 2014 Developing            66.2
## 1315                                    Brazil 2009 Developing            73.6
## 1316                           Solomon Islands 2015 Developing            69.2
## 1317                                Uzbekistan 2013 Developing            69.1
## 1318                                   Liberia 2002 Developing            56.0
## 1319                                      Cuba 2000 Developing            76.9
## 1320                                    Zambia 2014 Developing            61.1
## 1321                              Sierra Leone 2001 Developing            41.0
## 1322                                     Ghana 2014 Developing            62.1
## 1323                                 Argentina 2009 Developing            75.6
## 1324                                  Suriname 2008 Developing            69.8
## 1325                                   Ukraine 2002 Developing            67.6
## 1326                                 Sri Lanka 2014 Developing            74.7
## 1327                                    Serbia 2009 Developing            74.1
## 1328                                  Cameroon 2006 Developing            53.3
## 1329                                 Indonesia 2011 Developing            68.3
## 1330                                      Chad 2013 Developing            52.2
## 1331                                  Kiribati 2001 Developing            64.3
## 1332                                  Bulgaria 2008  Developed            72.9
## 1333                       Trinidad and Tobago 2012 Developing            78.0
## 1334          Democratic Republic of the Congo 2008 Developing            56.3
## 1335                                  Paraguay 2009 Developing            73.0
## 1336                                 Indonesia 2001 Developing            66.5
## 1337                                   Czechia 2004  Developed            75.8
## 1338                                   Uruguay 2008 Developing            76.4
## 1339                               Timor-Leste 2002 Developing            62.0
## 1340                                     Nepal 2007 Developing            66.6
## 1341                               Saint Lucia 2008 Developing            74.1
## 1342                      Syrian Arab Republic 2008 Developing            73.8
## 1343                                 Nicaragua 2014 Developing            74.5
## 1344                                  Malaysia 2012 Developing            74.5
## 1345                                  Suriname 2006 Developing            69.3
## 1346                                     Tonga 2006 Developing            72.4
## 1347                                     Kenya 2009 Developing            59.1
## 1348                                   Comoros 2005 Developing            60.0
## 1349                               Saint Lucia 2003 Developing            72.2
## 1350                                     Samoa 2011 Developing            73.0
## 1351                                  Zimbabwe 2013 Developing            58.0
## 1352                                   Estonia 2014 Developing            77.3
## 1353                        Dominican Republic 2002 Developing            71.4
## 1354                                     Tonga 2002 Developing            71.9
## 1355                                 Sri Lanka 2009 Developing            71.8
## 1356                                   Jamaica 2004 Developing            73.3
## 1357                                   Czechia 2005  Developed            75.9
## 1358                                 Indonesia 2006 Developing            67.3
## 1359                                     Libya 2004 Developing            71.5
## 1360                                  Colombia 2000 Developing            71.4
## 1361                                     Tonga 2000 Developing            71.6
## 1362                                      Oman 2001 Developing            72.9
## 1363                                  Cameroon 2011 Developing            55.6
## 1364                                    Latvia 2001  Developed            69.9
## 1365                                   Ecuador 2001 Developing            73.4
## 1366                                Mauritania 2008 Developing            61.4
## 1367                  Central African Republic 2009 Developing            48.6
## 1368                                 Sri Lanka 2015 Developing            74.9
## 1369                                   Uruguay 2005 Developing            75.7
## 1370                                  Ethiopia 2004 Developing            55.0
## 1371          Micronesia (Federated States of) 2000 Developing            67.0
## 1372                                   Eritrea 2002 Developing            58.5
## 1373                       Trinidad and Tobago 2006 Developing            69.6
## 1374                           Solomon Islands 2009 Developing            68.1
## 1375                      Syrian Arab Republic 2004 Developing            73.2
## 1376                                Uzbekistan 2014 Developing            69.2
## 1377                                      Mali 2008 Developing            55.5
## 1378                                Cabo Verde 2002 Developing            77.0
## 1379                                  Viet Nam 2011 Developing            75.4
## 1380                                      Peru 2000 Developing            71.4
## 1381                       Republic of Moldova 2001 Developing            67.6
##      Adult.Mortality infant.deaths Alcohol percentage.expenditure Hepatitis.B
## 1                243            62    1.77           172.00978840          75
## 2                135           104    0.01            52.82986467          96
## 3                151             4    3.11           363.57216440          97
## 4                282            56    0.55            81.84050070          74
## 5                249            37      NA             0.00000000          88
## 6                232             1    7.20           362.87022710          94
## 7                652             2    4.90           469.58238980          91
## 8                271            41    1.76            30.72290501          94
## 9                198             0      NA             0.00000000          82
## 10               137            30    2.03             0.00000000          NA
## 11               193            12    0.60            10.68147485          39
## 12               199             0   11.84           253.40223380          93
## 13               163             0    2.95             0.10805597          99
## 14               145             0    1.10           569.62550350          84
## 15               362           490    0.01           263.21110310          49
## 16               228            37    0.01             0.00000000          73
## 17               184             1   13.24          1030.22027100          NA
## 18               111             0    1.77             0.00000000          95
## 19               293             6      NA             0.00000000          41
## 20               232             3    0.01           760.65505530          89
## 21               147             3    3.39           321.61325930          98
## 22               198             9    3.93             0.00000000          95
## 23               161             0    9.19             0.00000000          98
## 24               113             0    8.47          1641.30981000          93
## 25               171             1    3.46            24.82762854          NA
## 26               355            15    1.01             3.98992847          NA
## 27               133             2      NA             0.00000000           9
## 28               148            16    4.26            42.17956418          89
## 29               138             3    0.48           264.24961290          95
## 30               258           236      NA             0.00000000          81
## 31               228             1    0.28           244.03919490          91
## 32               251            25    1.40           110.26336190          75
## 33               648             5    1.99             5.30090204          17
## 34               129            20    0.44           320.32392410           9
## 35               229            14   10.58          1529.49777100          97
## 36               226            12    2.66             0.00000000          84
## 37               122             1    5.66           882.35636200          94
## 38               568             3    6.72           143.61973160          86
## 39               153             0    1.79            45.85105771          85
## 40               717            28    4.14             8.71740870          65
## 41               219            63    4.08           121.36254670          77
## 42               439            16    0.01             7.34480821          47
## 43               295            87    0.01            11.08905273          65
## 44               225             1    6.71             0.00000000          99
## 45               221            68    4.54            69.02042450          45
## 46               252             1    0.38            24.73299655          78
## 47               175             5    1.45            60.49098150          NA
## 48               113             4    0.41            63.87845220          98
## 49               218             0    7.49           466.66936980          98
## 50               194            18    5.88             0.27564826          95
## 51               138             0   10.28             0.00000000          99
## 52               138             0      NA             0.00000000          99
## 53               337            35    0.21            21.33781840          NA
## 54               138             1      NA             0.00000000          97
## 55               316            12    4.19            22.39648813          NA
## 56               274            27    1.51             0.32841806          NA
## 57               225             1   12.27             0.00000000          99
## 58               218             0    7.56           345.90442580          98
## 59               162             0    9.34             0.00000000          95
## 60               284            26      NA             0.00000000          54
## 61               172             0    0.01          1521.67275100          99
## 62               275             7    0.01             0.00000000           9
## 63               312            50      NA             0.00000000          42
## 64               242            23    0.33            96.03725103          84
## 65               288            11    0.82            20.53327531          66
## 66               185             0    8.12           102.37390900          99
## 67               334             3    7.13           309.78345870          NA
## 68               127             1    8.14           198.94876000          89
## 69               394             8    2.03             0.00000000          NA
## 70               268            21    1.44            55.59543946          NA
## 71               157             3    6.14            34.73924576          87
## 72               132             6    2.10            22.48638351          74
## 73               111             0    5.97           417.91174410          95
## 74               146             0    3.97            47.35260547          12
## 75               131             0    0.01           698.35227860           6
## 76               176             0      NA             0.00000000          89
## 77               187           371    0.01            22.39387584          NA
## 78               296            59    0.30             9.53048032          85
## 79               249            54      NA             0.00000000          89
## 80               133             1    6.66            18.53143030          54
## 81               128             1    7.17           151.76256700          89
## 82               587             3    5.52           131.04212690          88
## 83               396           549    9.66            10.35779424          27
## 84               115            28    8.25             0.00000000          89
## 85               231            69    0.40             3.82421247           8
## 86               296            58    0.49            57.11644801          73
## 87               127             9    0.92           116.25859430          83
## 88               114            28    8.21             0.00000000           9
## 89               483             3    4.80           368.28482580          NA
## 90               427             2    6.56           476.86258720          94
## 91               723            27    4.36             0.00000000          68
## 92               272            52    0.12            40.37835666          NA
## 93               188             0   16.58           244.35108010          95
## 94               189            15    6.14           282.83646120          96
## 95               215             0    4.36            62.85658630          99
## 96               174             4    8.78           375.17403230          98
## 97               112             4    1.21           264.78421960          94
## 98               151             0    1.80           423.29535090           9
## 99               139             6      NA             0.00000000          96
## 100              161             9    3.35             0.00000000          93
## 101              229             0   10.40          1099.24883700          94
## 102              115             1    4.04           322.58631490          98
## 103              141             3    3.03            20.83302367          99
## 104              276            42    1.05            42.56331585          NA
## 105              118             1      NA             0.00000000          73
## 106              148             8      NA             0.00000000          99
## 107              163             3    6.38            20.68037294          92
## 108              163             5    3.23           203.71348820          97
## 109              221            68    4.42             0.09987219          42
## 110              533            29    3.97            20.39568283          NA
## 111              131             1    6.65           645.95838160          92
## 112              129             0    4.25            26.45133197          95
## 113              288            28    0.01             4.34493086          62
## 114              259            34    0.68             6.44876261          77
## 115              171             1    3.89           160.23824160          NA
## 116              332            49    4.58            41.60951275          NA
## 117              114             4    0.40           546.62351560          98
## 118              374           521    8.90           133.12308720          49
## 119              164             6    6.05            74.82174880          81
## 120              254            33    0.91            71.16601203          77
## 121              139             7    3.76           197.93030770          93
## 122              188             4    3.28             0.00000000          96
## 123              159             9    6.71             0.00000000          82
## 124              339            64    1.71            60.51535060          88
## 125              536             3    7.19            25.21683318          83
## 126              354             8    2.75             0.00000000          64
## 127              152            51    7.58          1084.99976600          98
## 128              259            25    1.16            71.01399249          79
## 129              199             0    4.99           262.82991890          97
## 130              135            35    1.42           459.11130610          68
## 131              347            42    7.38           922.05073130           8
## 132              121             1      NA             0.00000000          94
## 133              368             8    2.25             0.00000000          NA
## 134              256             2      NA             0.00000000          95
## 135              526            33    2.25             1.86000374          81
## 136              128             1    5.91           180.37870340          96
## 137              288             2    8.01            40.53719812          52
## 138              199            39      NA             0.00000000          89
## 139              148             3    0.01           457.32022360          92
## 140              235             6    2.40            34.23979419          96
## 141              161             0   10.37           150.31168840          94
## 142              297            29    0.18            24.84763562          57
## 143              248             6    2.85             2.19888585          99
## 144              177             0    9.72          1121.47554700          99
## 145              127            49    4.77            12.18597230          97
## 146              344            14    1.37             0.67568294          NA
## 147              192            24    1.78            40.13342094          99
## 148              174             3    0.01             0.00000000          97
## 149              148            32    0.20           185.63669830          75
## 150              323            86    4.20             0.00000000          91
## 151              159             2    0.01            30.17998548          83
## 152              172             0    2.06             0.00000000          89
## 153              665            24    1.68             0.00000000          79
## 154              156             0   15.04          1717.08871100          95
## 155              263             1    0.52           217.21257860          81
## 156              122             1    6.94          1199.31997600          94
## 157              126             1    6.18           110.11382860          84
## 158              459             2    4.93            56.93670561          89
## 159              157             8    3.12             0.00000000          93
## 160              329             8    0.01            54.37396957           5
## 161              693             2    5.51           299.36712520           9
## 162              217             4    2.62             0.00000000          57
## 163              411            94    4.40             0.00000000          83
## 164              138             1   12.03           153.14003620          95
## 165              182             1   12.94          1317.08348000          NA
## 166              314            11    0.58           158.00194600           6
## 167              174             6    2.61            28.80831098          93
## 168              169             0    4.17            24.99717134          83
## 169              274             2    2.75            98.68367951          98
## 170              153             8    3.39             0.00000000          94
## 171              278            69    1.74            35.35264737          NA
## 172              163            10    0.01             1.04191640          96
## 173              237             1    9.66             0.00000000          95
## 174              154             3   10.60           919.16734380          99
## 175              153             0    1.18           345.33905600          61
## 176              176             0    1.24           171.13736110          66
## 177              198             4      NA             0.00000000          98
## 178              131             7    3.99           344.74121640          88
## 179              242            39    0.04             0.00000000          78
## 180              127             4    0.55            27.44252286          95
## 181              168            55    0.22             0.00000000          96
## 182              166             1    3.48           155.58846770          36
## 183              133            22    0.58           127.76320050          95
## 184              223             0    0.01           188.73736640          97
## 185              144            30    0.20             0.00000000          67
## 186              165            17      NA             0.00000000          91
## 187              175             0    1.64             0.00000000           9
## 188              238             1    0.16           283.80623600          95
## 189              336             7    0.97            10.60269773          94
## 190              271             2    0.26            45.09010835          28
## 191              184            15      NA             0.00000000          99
## 192              178             0    9.61            81.11355954          96
## 193              119             8    8.28          1001.79633200          94
## 194              593             7    0.83             0.73594036          NA
## 195              149             0    7.28            22.86295206          97
## 196              237             1    7.84             1.77618104          91
## 197              383            29      NA             0.00000000          NA
## 198              397            26    6.75            31.93566186          89
## 199              173             0    1.20            27.29839073          64
## 200              143             3    2.80            20.76877311          99
## 201              128             1    4.70             9.44487542          79
## 202              119             1    6.74          1842.46378200           8
## 203              115             0    6.56           635.48493810           9
## 204              292             9    6.00           112.54115700          99
## 205              233            12    0.01            11.71090655          98
## 206              116            21    1.49            32.78235828          96
## 207              145             4    1.96           120.24717130          98
## 208              144             0    4.16           209.08650000          66
## 209              554            34    2.33           121.87933100          82
## 210              177           369    0.03             5.44713361          65
## 211              147             3      NA             0.00000000          97
## 212              176             0    6.50           144.98507110           9
## 213              138            12    7.81           470.18691450          66
## 214              321            88    0.01            10.42496000          62
## 215              118            23    1.40           106.94828980          94
## 216              512            17    1.50            41.50111735          NA
## 217              149             4    0.54            23.37167228          97
## 218              158           185    0.01             4.11469667          11
## 219              383            29      NA             0.00000000          NA
## 220              159             4    3.14           231.91129150          92
## 221              183             0    0.01             3.71843880          88
## 222              279            56    0.11            20.86118432          NA
## 223              288             8    7.44           499.73041200          94
## 224              295            84    0.03            17.17151751          64
## 225              171             0   11.07             0.00000000          96
## 226              146             4    2.29           127.63775050          98
## 227              146            33    0.01             0.00000000          94
## 228              368            30    2.30           143.86988730          94
## 229              132             1    3.81            97.74087744          91
## 230              287            80    0.03            25.87392536          64
## 231              188             0    6.64           605.62868920          95
## 232              215             0    1.18            16.83170578          79
## 233              297             5    2.64            28.30191127          NA
## 234              142            23    0.56           100.36383220          95
## 235              152             2      NA             0.00000000          76
## 236              136             0    0.01            33.66981355          NA
## 237              227            31    0.14           146.76064880          56
## 238              134             1    3.74             7.13256477          64
## 239              153             4    3.10            32.16407994          97
## 240              121             0    0.01            33.55888998          94
## 241              298             6    0.61            17.35739784           9
## 242              172           372    0.04             0.66751505          82
## 243              187            10    1.88           657.52827970          73
## 244              212             8    0.01            79.27658464          75
## 245              276            53    0.10            35.80929749          NA
## 246              527            29    5.21            53.30858081           9
## 247              218            66    4.45            13.39905105          48
## 248              137             7    3.87           282.14400660          91
## 249              686            25    1.72             0.00000000          76
## 250              179           119    0.09           200.06844430          78
## 251              254            25    1.33            94.25737917          76
## 252              348            88    4.04             0.00000000           9
## 253              133             0      NA           527.30767210          NA
## 254              124            44    4.90           920.82841150          98
## 255              632            30    3.56            20.84342867          75
## 256              157             1   10.89           591.51009780          95
## 257              278            14    5.16             0.00000000          NA
## 258              217             0    7.64             4.14129335          98
## 259              238            14    2.20             0.00000000          77
## 260              145             2      NA             0.00000000          98
## 261              229             7    0.01            28.78224500          NA
## 262              224             0    4.29           268.18379720          NA
## 263              251             2    0.17            56.98952474          83
## 264              224            37      NA             0.00000000          69
## 265              157             3    8.51           665.64275460          99
## 266              215             6    2.35            37.88466056          97
## 267              149             3    7.74           466.73831060          95
## 268              199             0   11.64           132.72339220          NA
## 269              335            66      NA             0.00000000          64
## 270              129            92      NA             0.00000000          97
## 271              438             2    5.20           735.70909780          91
## 272              426            34    7.13            18.41791804          NA
## 273              177            63    0.14             0.00000000          99
## 274              219             1    8.25             0.00000000          98
## 275              163             0   10.21          1356.02216400           9
## 276              241            31    0.97            78.79967196          73
## 277              137             0    0.01           584.94498860          82
## 278              273            54    0.60             9.58558439          72
## 279              276             2    8.30           805.39252840          82
## 280              246            11    3.68             0.00000000          49
## 281              211            52    0.28            11.05247903          91
## 282              138            25    0.02             0.00000000          97
## 283              268             1    0.39            20.35974738          87
## 284              121             2    2.76            57.10318825          61
## 285              194            13    0.86             1.14200381          NA
## 286              153             0    3.52            40.22855669          35
## 287              133             4    0.49           227.29661700          93
## 288              158             2   10.40            14.96373588          95
## 289              161            10      NA             0.00000000          96
## 290              138             2    0.01           472.30470340          97
## 291              345            14    0.95             2.04857487          NA
## 292              473            64    3.12             0.00000000          63
## 293              138            12    7.76           123.01286710          NA
## 294              263            59    1.81           154.22696970          94
## 295              126             1    9.38           742.51097090          97
## 296              461            67    3.45             0.00000000          NA
## 297              146             2      NA             0.00000000          93
## 298              283            44    4.55            81.14304705          92
## 299              134             1    7.42           462.70767560          89
## 300              281            10    3.88            40.03344077          64
## 301              115             0    8.39           181.50008560          84
## 302              154             0    7.51           163.76769780          96
## 303              174             0    0.01           177.26339610          99
## 304              145            11    4.41            15.16255482          91
## 305              412            60    4.64            67.63925302          NA
## 306              299           236    1.52             0.00000000           7
## 307              183            25    0.22             6.19357029          89
## 308              225            22    0.28             1.08833088          88
## 309              189             0   15.52           153.50452630          95
## 310              485            55    6.93           519.15637810          71
## 311              198            12    2.14           445.44233710          92
## 312              334             3    6.01           234.78742070          NA
## 313              117             0    0.01           414.02424180          97
## 314              287             8    6.55            33.91660183          99
## 315              157             2    3.58           366.48418040          98
## 316              135            28    3.58             0.00000000          87
## 317              151           154    0.01            46.36536703          95
## 318              358            72    8.24           256.12252430          75
## 319              142            30    0.17             0.00000000          66
## 320              138             0    0.01           427.98852220          64
## 321              143            10      NA             0.00000000          91
## 322              126             0    5.28           345.46371400          96
## 323              263            40    1.64           225.22194740          91
## 324              265            37    0.72            33.74786198          81
## 325              143             0    8.42           789.27646150          97
## 326              139            28    0.01             0.00000000          95
## 327              142             0    9.99             0.00000000          98
## 328              237            14   10.99           178.82259110          97
## 329              166             4    6.64           155.42330760          86
## 330              271             2    0.08            29.41897495          NA
## 331              147             0   11.09             0.00000000          95
## 332              344             3   10.99          1493.05127700          NA
## 333              355            15    1.02             2.99595982          NA
## 334              215             8    0.01            11.14504291          64
## 335              183            19    2.83           140.69052840          99
## 336              243            73    0.35             2.51143729          NA
## 337              116             8      NA             0.00000000          94
## 338              449            97    3.94             0.00000000           9
## 339              369           237    0.80            10.82452594          NA
## 340              434            78    1.20            58.59644487          75
## 341              554           116   10.47            22.59447461          NA
## 342              165             2    0.09            36.19948700          72
## 343              147             0    0.01           917.46762800          98
## 344              156             0      NA             0.00000000          98
## 345              232            60    0.01           227.83532080          93
## 346              146             5    1.69            72.42808940          32
## 347              262             2    0.25            77.02839580          69
## 348              192             0    0.01           460.64878050          99
## 349              426             3    5.09           205.80788330          NA
## 350              219             0    0.01            19.79057439          97
## 351              213             3    2.77           440.60270420          89
## 352              344            14    1.33            69.35924758          24
## 353              117             2      NA             0.00000000          96
## 354              258            58    1.84           165.93049770          93
## 355              166             9    7.59             0.00000000          84
## 356              176             7    6.58            44.79247812          68
## 357              397            51    7.30            45.96380839          73
## 358              286             6    0.62            20.97991915          96
## 359              172            10    6.30             0.00000000          72
## 360              287             4    3.21            53.30782696          83
## 361              114             0      NA             0.00000000          96
## 362              113             0    3.85           143.29474870          NA
## 363              485           104    9.89            36.60609252          62
## 364              168           219    0.01             3.39506978          NA
## 365              415            59    3.24             0.00000000          82
## 366              259             2    0.16             9.08763819          75
## 367              412             2    0.01           720.23339290          95
## 368              523           112   10.42             2.69089784          29
## 369              511            17    1.50            40.92207976          NA
## 370              147            15    4.53            62.43710774          93
## 371              348            47    0.01             0.00000000          NA
## 372              126            10    8.41          1413.73543000           9
## 373              265            13    3.33             0.00000000          NA
## 374              232            49    0.01            29.75517982          71
## 375              294            14    0.01            41.60027954          84
## 376              117             0    9.29          1617.47341800          NA
## 377              152             0    3.81           150.74348620          NA
## 378              159            51      NA             0.00000000          93
## 379              185             0    8.12           916.47417750          99
## 380              161             6    6.12            49.09241952          81
## 381              157             0    1.01           342.49085560           6
## 382              236             7    6.83            11.15162680          99
## 383              192             0    0.01           200.66009880          97
## 384              124             1    6.67            14.47305874          94
## 385              168             0    2.98             0.00000000          82
## 386              148             3    5.03           573.43469820          86
## 387              136             0   11.37             0.00000000          99
## 388              211            52      NA             0.00000000           6
## 389              184            18    0.01            16.71406295          99
## 390              135             9    1.25            91.70356833           8
## 391              295            20    6.78             7.40977160          97
## 392              124             0    4.16           360.62088250          98
## 393              121             6    3.77            59.12850204          87
## 394              366            47    0.01            61.39263642          87
## 395              134             0    4.26             3.34981697          93
## 396              117             4    0.51           715.97090920          98
## 397              588            51    1.18            13.76270195          NA
## 398              357            45      NA             0.00000000          84
## 399              339             3    6.86          1024.51954300          NA
## 400              275            53    0.01            36.86104319          69
## 401              459           103    2.34             0.00000000          95
## 402              246             1    6.63            16.75480888          NA
## 403              277            70    1.59            30.62287548          NA
## 404              279            85      NA             0.00000000          98
## 405              164           207    0.01             0.39722876          NA
## 406              144           135    0.01            53.26400378          97
## 407              413            22      NA             0.00000000          86
## 408              218            57    4.96           191.49497790          87
## 409              132             2    0.01            52.50394196          98
## 410              157             1   10.20            33.26778134          88
## 411              167            32    0.17           192.15629980          66
## 412              566             2    6.37           629.84256430          92
## 413              128             3    0.53           110.67797110          96
## 414              169             0    0.85           334.16733730          63
## 415              116             0      NA             0.00000000          95
## 416              116             4   10.33             0.00000000          93
## 417              222             0    0.46            11.07543331           9
## 418              459            54    7.04           346.53160070          72
## 419              171             0    6.94          1578.87233900          92
## 420              177             0    4.38            70.15536981          92
## 421              164             9    3.16             0.00000000          92
## 422              147           144    0.01            42.48865034          96
## 423              177             0    6.58           670.09208830          95
## 424              273             7    0.01             0.00000000          62
## 425              234            11    5.00             0.00000000           5
## 426              418            26    3.78            54.66591750          89
## 427              216             0    0.01           209.39213440          99
## 428              179            11    0.01            12.17952064          88
## 429              176            57    0.16             0.00000000          97
## 430              118             1    0.63           854.01157580          99
## 431              295            82    0.02            10.91015598          63
## 432              119             0      NA             0.00000000          91
## 433              196            12    2.14           443.32482540          94
## 434              219             0    4.23           191.21350440          NA
## 435              183            25    1.54            28.52135777          99
## 436              262             3      NA             0.00000000          97
## 437              611            43    2.61            46.83027463          NA
## 438              219            69    4.73            11.69704463           7
## 439              133             0    8.58          1991.43037200          99
## 440              195             0   15.07           101.12011610           9
## 441              121             1    5.11           160.84001410          91
## 442              195            15    2.13            48.35423978          92
## 443              178             0    6.32          1132.43251700          85
## 444              147             0      NA             0.00000000          95
## 445              321            22    4.16             3.59598033          96
## 446              464            30    3.80            38.00075788          NA
## 447              331            11    0.68            93.37278497          59
## 448              284            71    1.76            30.86000992          NA
## 449              165           369    0.04            59.65900139          72
## 450              123             8      NA             0.00000000           9
## 451              127             0    7.43          1140.61575400          NA
## 452              236            36    0.04             0.00000000          67
## 453              484             4      NA             0.00000000          93
## 454              371            84    7.07           249.91019580          69
## 455              138             1    3.65            37.17108782          96
## 456              121            25    1.39            22.67271848          92
## 457              122             0   13.78            93.67706503          NA
## 458              232             0   17.31           846.91130710          98
## 459              185             0    6.41          1902.69304800           9
## 460              179             4    9.78           180.10951320          98
## 461              218             0    7.13           291.01707650          95
## 462              116             0   12.06          2425.40389100          97
## 463              172             0    9.42             0.00000000          97
## 464              134             2    0.01             0.00000000          96
## 465              126             0   13.15           650.95679810          NA
## 466              181             2    2.52           665.72602530          93
## 467              146            46    7.24           916.27084500          96
## 468              174            10    0.30            35.71613793          93
## 469              179             0    2.02             0.00000000           8
## 470              293            46    4.58            73.92730583          89
## 471              136            10    1.41            81.72747120          79
## 472              175            55    0.18             0.00000000          98
## 473              168             4    5.66           152.82939730          NA
## 474              123             5    0.01           285.61039120          88
## 475              256            15   11.05           162.80880540          97
## 476              443            16    1.66            58.52947463          47
## 477              291            29    0.20            29.74734049          64
## 478              151             0    7.16          1158.06525900          99
## 479              224             0    5.78             9.01349388           7
## 480              146            14    4.45           978.07041000          92
## 481              564             3    5.53           437.08024380          93
## 482              177            16    2.53             0.00000000          NA
## 483              184             0    6.33           701.85263640          99
## 484              312             1    0.17            93.35872844          98
## 485              477             3    4.89           457.72005220          NA
## 486              219             4    2.88           332.10565860          75
## 487              225             1    0.01           281.00239920          99
## 488              121             1    3.89           274.15269860          95
## 489              158             0    8.42           146.43844880          99
## 490              381            27      NA             0.00000000          NA
## 491              366            29    2.57           183.04616950          81
## 492              393             2    5.01           426.78556620          94
## 493              147             0    1.08             4.78380556          84
## 494              154            29    0.01             0.00000000          98
## 495              251            46    0.08             0.00000000          19
## 496              163             9    8.27             0.00000000          71
## 497              296            41    1.50            78.71123825          84
## 498              228             7    0.02             4.11319074          NA
## 499              171             0    1.76             0.00000000          88
## 500              193            11    2.16           457.77458450          88
## 501              217             7    2.90           691.13335350          97
## 502              259            15    5.68             4.10648432          NA
## 503              163             1    9.69            15.23572740          94
## 504              271            64    0.01            73.52358168          62
## 505              126            52    4.86            13.31109532          97
## 506              378            82    9.63            87.04534954          79
## 507              214             6    6.82           235.35660660          95
## 508              266             2    2.87            61.84921903          95
## 509              387            24    5.98             9.66001020          NA
## 510              235             1    4.61           134.16789320          97
## 511              113            28    8.63             0.00000000          93
## 512              165            10    3.21             0.00000000          92
## 513              241             1      NA             0.00000000          84
## 514              128             1    9.65           774.43966170          89
## 515              229             3    0.38             8.41578894          NA
## 516              314             7    3.47             0.00000000          75
## 517              161            53    0.21             0.00000000          94
## 518              377            27      NA             0.00000000          NA
## 519              451            16    0.01            52.37766601          23
## 520              211             7    2.48           385.32516400          96
## 521              355            69    8.10            35.95857279          77
## 522              457           114    3.89             0.00000000          NA
## 523              213            30    0.07             0.00000000          63
## 524              285             7    3.82             0.00000000           7
## 525              138             1    0.38            62.86657508          99
## 526              185             1   13.18             7.60109242          NA
## 527              477             3    4.87           413.00630270           9
## 528              234            14    2.26             0.00000000          77
## 529              429            26    6.09            92.60233636          97
## 530              175             1   10.68             0.00000000          94
## 531              188             0    1.10            29.52079940           9
## 532              267            38    0.81            23.72796328          71
## 533              229             7    2.33           130.37848290          96
## 534              382             2    0.01           574.38951020          98
## 535              266           237    0.01             0.00000000           8
## 536              182            32      NA             0.00000000          56
## 537              176             0    1.73             0.00000000          84
## 538              373            54    5.89             9.04254089           8
## 539              137             0   14.97          1802.01759300          94
## 540              145            21    0.25           154.45594360          NA
## 541              415            31    7.82             1.96597780          88
## 542              141             6    1.18           206.26161340          68
## 543              162            11    5.92           609.95116320          98
## 544              169             3    3.64           275.06443400          97
## 545              394            46    0.42             5.96292353          NA
## 546              261             9    0.01            48.09891474           8
## 547              248            32    1.03            76.60442169           7
## 548              214             7    5.16           182.61625150          82
## 549              386            25    6.61             9.69668916          NA
## 550              131             4    0.55           248.69746300          97
## 551              428            43    7.28          1038.88563200          71
## 552              119             0   11.58           203.32521240          NA
## 553              123            20    0.50           352.06364190          94
## 554              146            20    0.34            25.01852260          NA
## 555              163             7    0.76             0.00000000          66
## 556              178             0    1.90             0.00000000          91
## 557              211             3    2.77            57.74562629          96
## 558              194            17    5.92           176.06252010          95
## 559              151             8    0.51             4.10419008          NA
## 560              166             0    1.67             0.00000000          83
## 561              148             0    0.01           115.27842820          97
## 562              152           164    0.01            42.33045490          86
## 563              388            68    1.76            52.60385429           8
## 564              394            29    0.01            55.83107625          89
## 565              134            12    4.22           448.76704620          94
## 566              318             2    1.23            12.70325933          NA
## 567              129            10    8.16          1105.65903100          85
## 568              666             5    1.80            67.91361818           6
## 569              237             1    7.93            16.47949015           9
## 570              311             6    0.63             1.57516020          92
## 571              249           156    1.32            67.77565369          65
## 572              256             1    0.53           229.44100950          82
## 573              162            19    0.27            80.15505125          92
## 574              118             0    6.21          2331.53280400          95
## 575              127             0    0.01           261.29148080          93
## 576              578            36    2.46             8.36985153          NA
## 577              272            69    0.01            78.18421530          67
## 578              112            21    0.53           544.45074320          95
## 579              117             0    5.82           482.80394450          94
## 580              126            28    1.29           103.52377600          82
## 581              161             2    0.50             2.72657060          67
## 582              226             8    0.01            29.65370899          NA
## 583              219             0    7.44           376.45701850          98
## 584              239            72    0.38             1.91716400          NA
## 585              145             1    3.51            31.76575838          92
## 586              153             9    6.50           788.68734030          99
## 587              362            79   10.03           116.20296400           8
## 588              181             0    7.22            51.25232422          94
## 589              221             0    1.93            20.71191290          98
## 590              113             0   10.00           235.37852810          NA
## 591              135             1    9.60           503.11159470          65
## 592              154            54    7.52          1111.19132500          96
## 593              176             0   10.71           513.34654080          98
## 594              163             1   10.49             0.00000000          91
## 595              216            62    4.19           137.32747400          87
## 596              335            52    0.01             0.00000000          NA
## 597              178             2      NA             0.00000000          91
## 598              221             0    2.05            31.25834616          98
## 599              148             8    3.65            16.37920405          88
## 600              136             0    7.84          1810.87531600          99
## 601              412            70    1.82            39.55677502          76
## 602              123             1    6.48           421.48042820          94
## 603              615            40    1.11            58.13583343          89
## 604              148            13    4.44           411.56456530          94
## 605              211            10    3.77             0.00000000          88
## 606              263            62    0.01            71.27962362          65
## 607              124             1    6.16            76.25080380          85
## 608              342             7    0.64            10.26097341          84
## 609              223             8    0.01            55.12187071          42
## 610              299            27    0.01            50.57976483          51
## 611              217             4    2.53             0.00000000          97
## 612              186             0    0.99           229.66874880          99
## 613              228            66    0.44             4.15451614          39
## 614              199             4    2.73             0.00000000          96
## 615              211            16    2.53           225.06199560          NA
## 616              273            25    1.71            27.68971051          NA
## 617              147             3    0.01           561.76847010          87
## 618              141             0   10.81             0.00000000          99
## 619              295             8    7.08            76.19868936          99
## 620              161             1   10.39           508.63045880          96
## 621              271             2    2.91           122.12064850          98
## 622              121             0    7.65            13.51399170          91
## 623              187             0    5.64           989.12635580          86
## 624              126             0   13.22             0.00000000          NA
## 625              332            26      NA             0.00000000          31
## 626              175             4   10.16           152.63688990          98
## 627              592             5    2.75            91.85432774          88
## 628              393             2    0.01           708.95566480          98
## 629              217            58    0.26             0.53057280          85
## 630              114             0    9.89             0.00000000          98
## 631              278            10    0.01           208.23116030          67
## 632              122             1    5.53           623.91005030          92
## 633              452             3    5.09           203.73228930          NA
## 634              412            59    3.15             0.00000000           8
## 635              122             0   11.90           161.44738530          NA
## 636              211             0    0.68           188.71087730          96
## 637              126             4    0.52           721.36554320          96
## 638              189            30    1.60            48.50941741          NA
## 639              176            95    7.00           140.98247660          92
## 640              261            15   11.21           137.00633570          98
## 641              189             0    6.12          1187.94949100          95
## 642              345             7    0.61             5.59361954          NA
## 643              344           483      NA             0.00000000          49
## 644              411            25    0.01            54.56033696          91
## 645              118             0    5.77           339.71904930          95
## 646              145             3    8.02           516.05543910          98
## 647              491             2    6.45            76.31867911          93
## 648              362            46    0.01            11.30206680          37
## 649              518             4    0.01           153.34431470          93
## 650              133             9    4.83           759.53806950          91
## 651              142            17    4.22           302.53590580          NA
## 652              142           126    0.01            62.65945432          94
## 653              322            20   11.32           333.21487110          94
## 654              365            78    7.80           191.65374070          77
## 655              174             0    1.97             0.00000000          89
## 656              144             0    8.64           257.96653080          97
## 657              144             0    3.01           434.79406790          57
## 658              381            30      NA             0.00000000          NA
## 659              216          1700    1.19            19.48086820          NA
## 660              121             1    6.90           119.21242750          87
## 661              197             0    4.68            43.59522964          NA
## 662              124             0   10.13             0.00000000          99
## 663              174            10      NA             0.00000000          89
## 664              176           114      NA             0.00000000          78
## 665              178             0   12.03             0.00000000          NA
## 666              412            59    4.71             7.17730213          NA
## 667              142             0      NA             0.00000000          92
## 668              338            34    0.18             2.39524067          NA
## 669              279            43    4.55            90.46018236          91
## 670              162             6    0.73            81.28883085          49
## 671              165             3    6.20            20.60083027           9
## 672              147             1   10.80           766.44548840          95
## 673              194             0   16.35            91.70962117          97
## 674              197             2    2.37           549.27830810          89
## 675              463            23    0.01             1.44328635          83
## 676              224            64    0.28             2.79384319          62
## 677              151             8    3.54            18.09317114          92
## 678              137           111    0.01            59.25892570          94
## 679              144             1   10.67           875.14951890          96
## 680              196             0    5.13           885.07397660          87
## 681              162             0   11.46          1281.15594400          NA
## 682              286             2    0.01             1.11781127          95
## 683              117             0    6.45           489.68186990          87
## 684              267             5    6.79           180.35378590          98
## 685              254             1   10.74            14.06141699          93
## 686              344            48    0.01             0.00000000          NA
## 687              183            20    2.73           119.45711540          99
## 688              132            33    1.35             1.13276677          77
## 689              191             0    6.25           365.79989600          96
## 690              168             0    4.16           509.38999430          98
## 691              282            16   12.19            11.02617159          98
## 692              224             0   13.30          1888.14990400          96
## 693              294            61    1.73            56.58984221           9
## 694              113             0   11.83          1555.65198600          NA
## 695              198             4    8.44            52.42529588          46
## 696              158            18    0.01             8.52348640          92
## 697              166             0    2.83           624.23618280          99
## 698              527             4    2.71           154.87059980          93
## 699              132             1    4.23           224.32120140          94
## 700              234             4    2.48             0.00000000           9
## 701              132             2    0.01            63.55170297          98
## 702              156             0    7.27          1127.74347000          NA
## 703              134            29    3.86             0.00000000          94
## 704              118             0   10.12             0.00000000          99
## 705              365            46    0.56            67.76269089          33
## 706              497            55    6.96           622.04380900          76
## 707              215             3    2.90           398.60583220           9
## 708              167             0    9.06           662.26636870          91
## 709              312            22    0.01            38.73170505          96
## 710              154             6    0.85           105.63372640          52
## 711              278            16   12.04           161.73016540          98
## 712              127            11    7.75           961.17746760          84
## 713              136             1    3.79             5.45728933          93
## 714              198             0    5.69             7.49540135          96
## 715              129            55    4.99            10.22840118          97
## 716              282            18    6.39             0.66154037          97
## 717              293            87    0.02            15.29606643          67
## 718              284            58    0.10            13.35783844          NA
## 719              114            20    1.53          1275.87756900          96
## 720              315             2    8.34            22.69039905          NA
## 721              321            19   11.50            46.51559476          96
## 722              294             7    0.01             0.00000000          47
## 723              647             2    5.37           250.89164840          86
## 724              281            25    1.29            45.33476384          NA
## 725              386            94    3.53             8.86677750          NA
## 726              227             0    0.70           325.11147460          83
## 727              346           226    1.98             0.00000000          NA
## 728              235            61    0.01           220.52219200          92
## 729              135            24    0.02             0.00000000          99
## 730              434            80    1.23            67.33378735          75
## 731              193          1100    3.00            64.60590050          44
## 732              272             1    0.09            35.02948624          NA
## 733              429            82    1.54            46.58195631          76
## 734              188             0   12.90          1423.80238600          94
## 735              376           527    9.05            14.56764680          63
## 736              173             0    5.93             0.00000000          99
## 737              226            36    0.04             0.00000000          73
## 738              186             0   11.15           562.36018480          99
## 739              369            50    0.01            68.55839112          85
## 740              129            30    1.29           832.95520580          85
## 741              115             4    0.41            67.70171064          98
## 742              222             0   14.44             8.49409518          96
## 743              235            36    0.03             0.00000000          76
## 744              142             3    9.06           542.02350000          97
## 745              183            11    0.01             8.75821454          83
## 746              228             1    9.07             0.00000000          97
## 747              214             0    0.48            10.62427410          67
## 748              118             5      NA             0.00000000          96
## 749              145             0    0.91           471.86265250          62
## 750              283            57    0.11             1.81782972          NA
## 751              163             2    0.10            38.58376645          72
## 752              189            27    0.21            70.27113179          82
## 753              343           206    0.99            18.03753133          NA
## 754              139            27    0.01             0.00000000          94
## 755              178             7    6.20           352.95512690          84
## 756              313            20   10.87           266.54169170          81
## 757              682            23    5.76            36.29291760          NA
## 758              217             7    2.55           490.41813260          97
## 759              262             1   12.23           145.42336290          99
## 760              256             6    5.92            21.22386354          77
## 761              129             0    1.98            41.30688803          98
## 762              154             6    5.92          1088.24495200          89
## 763              139            33    1.60             0.00000000          NA
## 764              357            15    1.14            36.62174288          NA
## 765              231             1    0.01           253.82858610          99
## 766              123             4      NA             0.00000000          99
## 767              127            37    5.36           159.87722640          97
## 768              144            15    4.38           531.98081760          93
## 769              397            57      NA             0.00000000          83
## 770              247             1   12.05            42.33443901          99
## 771              125             1      NA             0.00000000          91
## 772              217            67    4.44             0.90114929          52
## 773              155            10    6.07           748.44510540          98
## 774              111             0    8.95            25.52277112          85
## 775              128             2   10.93           250.07737820          98
## 776              336             3    6.28            44.54768305          NA
## 777              279             4    0.01             8.20063742          87
## 778              156             4    3.10           302.10575070          97
## 779              187             0    8.43           100.96587300          83
## 780              449            46    7.60           782.59871440          74
## 781              143            11    4.44          1487.89656200          92
## 782              244             1    7.73            10.93633880          91
## 783              288            57    0.53            67.70920683           9
## 784              258             9    0.01            45.04892458          76
## 785              138             0    7.84          1983.95693700          98
## 786              172            54    0.24             0.00000000          97
## 787              251            25    0.01             9.80407467           8
## 788              586             5    2.86            38.57187011          NA
## 789              147             0    8.15          1455.60818600          99
## 790              234             1    0.21           302.66757900          96
## 791              275            42    4.51            85.55592906          91
## 792              188            19      NA             0.00000000          89
## 793              136             2   10.70          1299.15975700          98
## 794              254             1    0.73           145.59654450          95
## 795              374           505    8.54           204.71862560          42
## 796              138             4    1.97            97.76637062          99
## 797              177            61    0.15             0.00000000          97
## 798              367            46    0.62            57.82427090           4
## 799              137            22    0.47             9.46937126          96
## 800              355            45    0.01             0.00000000          NA
## 801              137             0    0.01           160.94493420          NA
## 802              178             0    5.73          1168.32409500          84
## 803              326             2    1.18           106.03546590          NA
## 804              277           239    0.01             0.00000000          75
## 805              127             0   12.73           649.39098710          NA
## 806              169             0   10.14            24.70841046          89
## 807              144            12    4.37           184.30736180          85
## 808              157             2    3.63           334.81742460          98
## 809              151             8    3.69            18.26183281          82
## 810              172             0    6.71           167.26579060          92
## 811              344            48    4.56            23.10168990          NA
## 812              365            26      NA             0.00000000          88
## 813              217             0    4.14            49.93698173          87
## 814              294             8    6.94           351.86032670          94
## 815              212             0    0.76            18.19457876          88
## 816              189             0   11.64             0.00000000          21
## 817              243             1   12.60           364.42605200          98
## 818              236            23    0.34            10.43022617          89
## 819              356            66    1.97            59.83361364          81
## 820              156             0   10.78            19.22023996          NA
## 821              146             0      NA             0.00000000          97
## 822              157             6    5.93            97.52211538           8
## 823              216            17    2.03            51.50447119           8
## 824              224             0    5.07             0.00000000          NA
## 825              355            24    4.54             1.72659515          99
## 826              383            28      NA             0.00000000          NA
## 827              139             0    1.83           300.16210260          96
## 828              219            11    3.23             0.00000000          83
## 829              213             9    5.39             0.00000000          78
## 830              138             2    9.59          1230.74823100          96
## 831              136            29    2.70             0.00000000          94
## 832              192            18    3.52             0.00000000          NA
## 833              234           140    0.01            89.95805845          77
## 834              268             3    7.84             7.89623493          82
## 835              249            43    0.04             0.00000000          38
## 836              142            42      NA             0.00000000          96
## 837              219            21    0.30             1.17747768          86
## 838              299            11    0.64           126.61421370          71
## 839              288            45    4.50           107.79883390          93
## 840              441            29    3.91             5.37960647          77
## 841              292           238    2.13             0.00000000          72
## 842              193             0    1.09            19.74929219          89
## 843              286            10    4.03             3.68689929          NA
## 844              138             1    3.55           396.62709750          94
## 845              347            26      NA            38.33823240          NA
## 846              274           169    1.17            53.77354001          56
## 847              145            20    0.36           148.51198430          NA
## 848              238            46    0.08            17.91233680          NA
## 849              124             2    5.43             7.32051446          98
## 850              126             0    3.27             0.00000000          NA
## 851              274             6    0.01             0.00000000          94
## 852              183            24    1.59            34.41887163          99
## 853              172             4    6.78           273.57587690          NA
## 854              147             0   10.87             0.00000000          97
## 855              272             1    0.08            19.71741043          NA
## 856              187           138    0.08           190.54536460          83
## 857              114            28    8.40             0.00000000          92
## 858              165             0    3.73           502.38449460          97
## 859              196             0      NA             0.00000000          99
## 860              121             2    5.58             9.87102142          NA
## 861              599            48    1.15            12.79760626          NA
## 862              525            36    1.27            74.34482999          91
## 863              566             4    2.75           104.31447320          91
## 864              144            44    7.32            83.16465362          96
## 865              155           174    0.01            38.05462002          45
## 866              133             1    8.58           541.82434680          93
## 867              296             3    2.51             0.00000000          95
## 868              242            14   11.04           184.76493100          97
## 869              125             0    7.38           138.16646270          18
## 870              125             1    6.13           221.48287500          91
## 871              224             1   14.67           501.80561410          98
## 872              116            21    0.56           509.00204050          95
## 873              464            28    6.00            63.75053034          94
## 874              165             1   11.64           181.76340780          NA
## 875              368            91    3.97             0.00000000          85
## 876              277             3    3.41             0.00000000          96
## 877              322             2    1.03            13.46662004          NA
## 878              142             2    2.72            60.55818291          51
## 879              252            25    0.01            90.12206791          78
## 880              183             0    2.82             0.00000000          81
## 881              177             1   13.16          1299.45930600          NA
## 882              188             0      NA             0.00000000          99
## 883              189           173    0.05             8.46015576          64
## 884              159             3    5.61           318.62018520          86
## 885              337             3   11.89          1500.41263500          NA
## 886              329            51    0.01             0.00000000          NA
## 887              181           124    0.09            22.84783080          85
## 888              174             0   11.85             0.00000000          14
## 889              225             0    5.02             3.84122858          NA
## 890              361            24    4.50            21.24915339          92
## 891              322             2    8.13           443.47506340          NA
## 892              221             0    4.41           250.71123730          NA
## 893              372           246    0.85             1.18622758          NA
## 894              167            14    3.08             0.00000000          NA
## 895              327             3   10.72           156.39076850          NA
## 896              189            14    6.17           301.35977910          96
## 897              196            20    0.26            11.83853190          92
## 898              134             1    7.25           389.75152120          NA
## 899              176             1   12.55           163.34332780          NA
## 900              177             1    9.45             0.00000000          96
## 901              227             1      NA             0.00000000          91
## 902              433            28    3.97            49.83712670          84
## 903              224             4    2.81             0.00000000          97
## 904              187             0    6.37           136.88366830          89
## 905              413            43    7.38           123.75333500          76
## 906              194            10    0.37            19.83672308          81
## 907              184             0    5.10             0.00000000          31
## 908              559            37    1.18             4.26951138          87
## 909              183           364    0.01            28.98323119          65
## 910              112             1    2.26           404.38794340          83
## 911              225             4    2.13             0.00000000          44
## 912              287            13      NA             0.00000000          88
## 913              329             6    1.23            11.42385961          91
## 914              226             0    5.80            50.80181435          NA
## 915              148             1    3.64            25.62349238          92
## 916              323            49    4.54            56.96108089          NA
## 917              127             7    0.78             0.00000000          84
## 918              235             0    0.71             4.24926073          81
## 919              181             0    5.42             0.00000000          99
## 920              161            70    7.10            30.30374691          99
## 921              123            33    5.29           112.69648600          99
## 922              241           150    1.84            86.82551124          69
## 923              271             2    1.31            56.05686428          98
## 924              437            74    1.49            35.85204668          73
## 925              125             4    0.54            32.52523612          95
## 926              142             6    0.01             0.00000000          93
## 927              133             1    6.95           292.61423780          NA
## 928              363            30    2.47           184.36491020          83
## 929              158             2    0.01             3.37987484          82
## 930              112             4      NA             0.00000000          99
## 931              337             3    7.19            12.06616710          NA
## 932              192             8    3.78             0.00000000          94
## 933              225           136      NA             0.00000000          77
## 934              119             0    7.68           166.00834430          93
## 935              473            50    8.19           780.03364230          76
## 936              155             0    3.49           122.57446990          NA
## 937              222          1800    1.00            19.00340606          NA
## 938              187          1000    3.11            67.67230438           7
## 939              225             2    4.26           181.01232840          96
## 940              137             3    0.49           315.66393220          94
## 941              137             1    3.96           201.18554610          93
## 942              142             0    1.24           471.83076680          82
## 943              226             1    8.15             0.00000000          99
## 944              134             0    0.01           564.81670430          64
## 945              268            40    0.93            37.12894787          61
## 946              222             1      NA             0.00000000          99
## 947              251            64    2.01           128.63627110          78
## 948              129             1      NA             0.00000000          94
## 949              333            14    4.40            16.72142854          NA
## 950              162             0    8.92           754.95971290          99
## 951              211          1500    1.27             3.50963690           8
## 952              189            11    2.02           484.71878920          96
## 953              424            85    1.68            42.52689559          76
## 954              158            10    5.95            71.68509130          98
## 955              178             4    9.62            37.82275031          99
## 956              181             2    2.48           591.77575690          92
## 957              221             0   12.12           170.98841380          91
## 958              165            54    0.23             0.00000000          93
## 959              146             3    0.01            29.13434871          91
## 960              622             5    2.95             3.53457351          NA
## 961              414            45    0.41            62.67225971          NA
## 962              186             0    4.73             0.00000000          NA
## 963              125            40    5.11           980.25374440          98
## 964              159            54    0.21             0.00000000          97
## 965              113            21    0.66           555.92608340          95
## 966              132             3    0.47           438.45192140          97
## 967              134             0    8.18          2156.22984200          98
## 968              437            60    2.69             0.00000000          74
## 969              336            52    0.01             0.00000000          NA
## 970              167             0    9.50             0.00000000          96
## 971              679             2    5.48           306.95273490          87
## 972              291            85    0.02             1.38864773          66
## 973              145            32    0.19            21.82252494          72
## 974              218             1    8.45             0.00000000          89
## 975              227             1    0.01           241.19586450          98
## 976              165            12    6.20           520.76390870          96
## 977              425            74    1.03            53.95027890          75
## 978              288            41    1.70           129.02633640          84
## 979              298             7    3.53             0.00000000          74
## 980              224             8    0.01             5.00378288          NA
## 981              194             3    3.70           218.57161790          86
## 982              261           162    1.34            67.73374413          62
## 983              157             0    1.35           330.10073940          91
## 984              184             0    6.85           549.80960970          97
## 985              124             0    1.95             4.29905339          98
## 986              336             3    4.46            14.95451321          NA
## 987              177            11    0.38             2.09372175          81
## 988              267            40    1.69           195.98246260          94
## 989              272            52    0.01            46.56231672          73
## 990              218            10    5.95             0.00000000          74
## 991              165             0    0.88           337.29428460          61
## 992              194             0    4.55           516.71124810          NA
## 993              275             4      NA             0.00000000          87
## 994              285             4    0.01             0.94852637          87
## 995              336            51    0.01             0.00000000          NA
## 996              122             0   13.01             0.00000000          92
## 997              434            77    1.63             3.84760287          NA
## 998              281            77    0.01            56.76221682          63
## 999              122            31    5.26           168.17375300          84
## 1000             261             5    0.01             0.00000000          94
## 1001             247            24    0.35            66.02236299          54
## 1002             314           233    1.43             0.00000000          NA
## 1003             217            56    5.02           212.74184880          88
## 1004             231             7    2.88           179.61564820          97
## 1005             178            23    0.24            84.62302524          82
## 1006             131             0   10.63             0.00000000          99
## 1007             182             0    9.40           676.54538780          NA
## 1008             123            21    0.51           171.36589690          97
## 1009             218             0    1.63            43.99452464          99
## 1010             338             3    8.34          1705.67861900          NA
## 1011             128             0    0.01           660.27779230          56
## 1012             323            14    1.21            41.96145465          83
## 1013             132            98    0.01            10.44640334          97
## 1014             211             0      NA             0.00000000          99
## 1015             152             3    5.65           359.97603970          89
## 1016             124             1    5.86            27.46880965          95
## 1017             168             0    9.29             0.00000000          95
## 1018             424            27    3.84             5.34771753          86
## 1019             127             1    9.56           915.31907910          94
## 1020             239            13    0.01             9.77467641          98
## 1021             146             0    2.05           568.86928130          87
## 1022             121             5    2.14           275.65149340          93
## 1023             257             6    4.49             7.88379147           4
## 1024             289           177    1.13            38.55783268          52
## 1025             238            37    0.04             0.00000000          78
## 1026             118             0    6.67          1871.73656300          95
## 1027             157             9      NA             0.00000000          87
## 1028             135             0    0.01           447.54564500          64
## 1029             152             8    6.41           789.07729490          99
## 1030             349             2    5.99           547.03866790          95
## 1031             128             0    2.53             0.00000000          NA
## 1032             259            15    5.68            26.37942542          NA
## 1033             149             0    0.83           361.09409840          62
## 1034             161             0    3.24           582.51437430          97
## 1035             218            58    4.85           198.25637940          77
## 1036             285            13    0.01             4.87735014          87
## 1037             132             2    0.01            54.87891060          98
## 1038             288            21      NA             0.00000000          94
## 1039             276             8    5.99           145.10225280          95
## 1040             238             6    2.86           186.10139720          96
## 1041             283            25    1.12             7.49281752          82
## 1042             178            10    0.32             4.15336291          86
## 1043             388           542    9.55           104.47464440          42
## 1044             125             8    0.01           973.72867500          88
## 1045             348            87    3.98             0.00000000          92
## 1046             417             9    2.45             0.00000000          NA
## 1047             158             9    7.22             0.00000000          78
## 1048             235             1    9.89             0.00000000          92
## 1049             325             2    1.02            94.13302875          NA
## 1050             166             0   11.93             0.00000000          91
## 1051             255             5      NA             0.00000000          95
## 1052             173             0    9.75            77.94543290          97
## 1053             145             0   10.78             0.00000000          99
## 1054             136            29    2.86             0.00000000          94
## 1055             339             3    9.93          1192.69661900          NA
## 1056             299             3    7.58           719.55351610          83
## 1057             122             0    1.74             0.00000000          89
## 1058             142             0    8.27           180.77626950          98
## 1059             338             8    2.58             0.00000000          73
## 1060             126            20    0.46            43.08717334          91
## 1061             391           253    0.88            11.59481766          NA
## 1062             446            99   10.09            44.52614001          64
## 1063             375            61    0.01            54.91159475          79
## 1064             167            10    6.89             0.00000000           6
## 1065             192             0   12.40          1446.52921700          95
## 1066             141             1    7.38            11.85928108          NA
## 1067             285            25    1.13             7.10699735           7
## 1068             297             3    2.47             0.00000000          94
## 1069             124             0   13.39            11.63615139          NA
## 1070             317             3    6.28            59.55033546          NA
## 1071             163             9    3.99            84.17527008          36
## 1072             171            55    0.21             0.00000000          98
## 1073             196          1200    2.77            57.73359864          38
## 1074             128            21    0.56           157.64314450          95
## 1075             184             1   13.29             8.98619805          NA
## 1076             137            30    2.19             0.00000000          78
## 1077             419             9    2.30             0.00000000          NA
## 1078             263             1    0.96             2.58669823          89
## 1079             241             6    2.58             0.35865142          98
## 1080             286             3    2.99             0.00000000          97
## 1081             172             4    2.10            17.81424344          98
## 1082             266             3    0.01             0.00000000          97
## 1083             185             0    7.82            21.46531320          99
## 1084             133             2    0.01             0.00000000          98
## 1085             195             0    0.01           431.48548740          99
## 1086             221             7    2.35           106.18070600          NA
## 1087             128            28    4.09             0.00000000          95
## 1088             282            57    0.10            17.58722718          NA
## 1089             153             3    8.40           412.43239740          99
## 1090             269             3    0.01             0.00000000          98
## 1091             222             0    5.27            10.81391340          96
## 1092             172            22    0.27           112.12290280          92
## 1093             232             1    0.17            27.48907048          93
## 1094             225            58      NA             0.00000000          93
## 1095             252            48    0.07             0.00000000          14
## 1096             251            25    0.33            62.21977893          NA
## 1097             231             5    8.71           324.54913480          66
## 1098             184             0    6.48           387.33249280          98
## 1099             146             6    3.35             0.00000000          93
## 1100             124             0   10.80           196.30262430          NA
## 1101             251            26    0.34             6.06422120          NA
## 1102             215             6      NA             0.00000000          99
## 1103             194             0    0.01             8.19804758          96
## 1104             125             2   10.81           230.04009700          97
## 1105             395            57    5.44             7.56289292          82
## 1106             192             0   12.15             0.00000000          NA
## 1107             118             1    6.89          1694.46707500           8
## 1108             172            88    6.95            15.85781237          97
## 1109             325            71    0.01            90.76144414          78
## 1110             334            50    0.01             0.00000000          NA
## 1111             633             4    2.69             9.18432717           9
## 1112             388            95    3.49            35.93349121          NA
## 1113             158             9    7.92             0.00000000          88
## 1114             121             4    0.59           313.36260150          98
## 1115             153             2    9.00           983.25180910          98
## 1116             149             3    2.87           345.37763440          97
## 1117             183            10    0.38             2.62623490          88
## 1118             223            10    5.18             0.00000000          67
## 1119             124             0    4.45           339.97773640          98
## 1120             234            18    1.99            62.21817261          NA
## 1121             263            51    0.11             5.66540507          71
## 1122             157             1   10.96           384.14730280          94
## 1123             385            25    6.09            10.61917585          NA
## 1124             186             0    6.76           569.95271220          96
## 1125             168             0    3.94           479.92340770          97
## 1126             284            25    1.19            75.91429496          74
## 1127             189             0   17.87          1904.12469000          95
## 1128             192             4    3.61            15.25518816          83
## 1129             337             3    7.28           827.59793350          NA
## 1130             199            32    0.01            43.52408010          62
## 1131             278            25    1.28             7.61543013          75
## 1132             285            10    0.88            23.40731286          66
## 1133             145             0    8.93           216.31469410          99
## 1134             154             6    0.62             8.59680496           5
## 1135             225             0    6.54            86.42744056          43
## 1136             116            20    0.62           188.29028610          98
## 1137             323           232    1.44             0.00000000          NA
## 1138             227            49    0.01            31.50243237          67
## 1139             246             2    0.15            47.30421873          74
## 1140             177             0    4.60           336.32133260          88
## 1141             163             3    3.36           292.75310100          98
## 1142             287             3    2.79             0.00000000          98
## 1143             288             3    2.64             0.00000000          97
## 1144             327            11    0.61           110.98030620           6
## 1145             334            33    0.34            18.93011259          NA
## 1146             111            28    8.48             0.00000000          92
## 1147             169             0    8.80           119.55486940          99
## 1148             161             5    3.23           192.92978290          94
## 1149             199            16    2.24            53.10009046          91
## 1150             275            71    0.01             7.09710870          68
## 1151             296             2    8.87           218.17274730          NA
## 1152             178            59    0.15             0.00000000          98
## 1153             133            11    4.29           516.40370210          93
## 1154             161             3    5.61            26.18072382          92
## 1155             166            10    0.32            51.99192270          96
## 1156             129            28    4.00             0.00000000          59
## 1157             124            34    5.30          1117.19609700          98
## 1158             169             0   15.19          2211.74417800          94
## 1159             174             0    4.08           407.77926200          97
## 1160             259            12    3.41             0.00000000           5
## 1161             222            13      NA             0.00000000          97
## 1162             251            25    0.01            87.40804230          77
## 1163             116             4    0.43            68.86623298          98
## 1164             235            30    0.87            59.97914461           7
## 1165             471             3    5.28           294.65715520          NA
## 1166             337            51    0.01             0.00000000          NA
## 1167             174             0    3.30           208.16884370          86
## 1168             144            14    4.66           780.59467490          93
## 1169             188             7    6.13           340.02399450          66
## 1170             343             7    0.56             6.91399801          91
## 1171             255             2    8.86           154.87588790          79
## 1172             136             0    0.01            36.48024032          NA
## 1173             144             0    9.85             0.00000000          99
## 1174             192            16    5.93            27.63810304          95
## 1175             189            11    1.93           582.14695830          85
## 1176             437            76    1.66            32.73674134          84
## 1177             179           103    7.13           149.48020910          91
## 1178             192            14    2.20            56.88416481          89
## 1179             165             0    6.85             0.00000000          99
## 1180             157             6    6.05           587.88282280           8
## 1181             159            65    7.19           394.93212990          99
## 1182             587            38    1.18             6.84703378          99
## 1183             298             3    2.08             0.00000000          92
## 1184             179             0    6.02          1122.97296700          86
## 1185             226             0   14.09           434.79850250          98
## 1186             441            32    1.23            13.77617463          97
## 1187             124            26    1.26           115.58011030          96
## 1188             138            38    1.47            35.55729000          72
## 1189             163            17    4.45           393.87736330          78
## 1190             176             0   15.14          1807.07133600          93
## 1191             284             8    5.75            12.60883976          95
## 1192             134             0    0.01           495.07829630          NA
## 1193             614            44    2.62            45.61688038          NA
## 1194             178           367    0.03             3.91274452          75
## 1195             167             1    3.76           211.11433180          NA
## 1196             136            28    2.56             0.00000000          93
## 1197             168             2    0.06            36.69198927          79
## 1198             334             3    5.07           197.78395520          NA
## 1199             122            23    0.03             0.00000000          99
## 1200             356             3    5.12            62.11039296          NA
## 1201             132             2    0.01           532.67000050          98
## 1202             123             0    4.75           286.89073030          98
## 1203             285            25    1.15            10.73628066          75
## 1204             336            36    0.17            19.89790929          NA
## 1205             347            76   10.22            94.49686776          82
## 1206             112            19    1.54            20.75120211          97
## 1207             144             2   10.40             9.14555590          98
## 1208             345            26      NA            47.44453000          NA
## 1209             143             0   10.43             0.00000000          99
## 1210             437            15    0.01            53.43964323          47
## 1211             235             7    6.64           808.24330200          99
## 1212             197             0    0.01           401.79310450          99
## 1213             278            55    0.11             3.75171544          NA
## 1214             192             0    5.12            72.03911741           5
## 1215             715            26    4.06             0.00000000           7
## 1216             437            96    4.07             0.00000000           9
## 1217             654             5    2.61            71.15577609          91
## 1218             192            19    0.26            12.80528533          89
## 1219             161             2    0.01            36.11567366          98
## 1220             234            35    0.04             0.00000000          69
## 1221             318            51    0.01             0.00000000          42
## 1222             136            28    3.01             0.00000000          67
## 1223             172             0    2.88            42.12368374          44
## 1224             145             0   10.73             0.00000000          99
## 1225             123             1    3.79           279.42908120          95
## 1226             325             2    1.34            91.95075901          NA
## 1227             452            62    2.65             0.00000000          77
## 1228             115            28    8.33             0.00000000          88
## 1229             137            12    7.68          1349.02528200          NA
## 1230             174             6    5.93           857.13070370          74
## 1231             188           187    0.06             3.43334364          65
## 1232             491            36    1.16             7.91507125          93
## 1233             133             3    0.43           409.98125230          96
## 1234             119             5    0.01           306.18243130          94
## 1235             132             1    7.24           194.17326580          95
## 1236             162             0    3.62           310.61176830          54
## 1237             281            10    0.01            25.70881695          73
## 1238             154             0    0.01           915.18592050          98
## 1239             367           498    8.30           194.20328790          46
## 1240             215             4    3.31             0.00000000          99
## 1241             183             0    6.37           128.08962890           9
## 1242             113             0    6.56           666.73743710          91
## 1243             144             8    3.52            19.13983284          96
## 1244             184            22    2.15             9.29098365          99
## 1245             121             6    3.82            79.11626341          83
## 1246             167             0   10.75             0.00000000          93
## 1247             167             0   16.99           225.07236180          94
## 1248             181           910      NA             0.00000000          87
## 1249             352            46    0.01             0.00000000          NA
## 1250             118             8    7.93           847.37174630          94
## 1251             119             4    0.61           535.27864040          97
## 1252             229             4    2.77             0.00000000          94
## 1253             278            60    1.80           109.70518360          96
## 1254             218            35    0.21            31.93187316          27
## 1255             199             0   13.94          1147.11140000          97
## 1256             272           238    0.01             0.00000000          74
## 1257             162             3    7.68           615.40307810          98
## 1258             222             0   12.30           913.69952900          95
## 1259             336            22      NA             0.00000000          87
## 1260             166             6    3.04           194.43357360          91
## 1261             174            54    0.21             0.00000000          97
## 1262             341           229    1.85             0.00000000          NA
## 1263             153             0      NA             0.00000000          94
## 1264             282             8    6.58            23.43400762          99
## 1265             155            26    0.46            71.11645000          84
## 1266             382            56    5.90            68.70730440          84
## 1267             168             9    8.18             0.00000000          53
## 1268             116             0    3.64           165.61686420          NA
## 1269             432            72    1.43            36.29775249          73
## 1270             277             5    8.86            46.19685449          92
## 1271             225             0    0.01            88.62945822          NA
## 1272             386           536    9.30           105.59106290          41
## 1273             197             6    1.56            15.35342268          62
## 1274             134             9    1.29            94.75639211          81
## 1275             271            13    3.13             0.00000000          NA
## 1276             241             2    0.12            59.65964970          83
## 1277             214             0    2.02            64.39203443          99
## 1278             132             1    9.30           772.87003530          99
## 1279             152            15    4.50            34.70333523          65
## 1280             191             0    0.01           225.73077510          95
## 1281             189           377    0.01             1.76666310          NA
## 1282             341            49    0.01             0.00000000          NA
## 1283             166             9    3.13             0.00000000          92
## 1284             164             0    1.58             0.00000000          81
## 1285             397            15      NA             0.00000000          47
## 1286             263             2    2.43            55.60878216          98
## 1287             147             3    0.01           362.38179510          93
## 1288             233            35    0.06             0.00000000          76
## 1289             291             2    9.02           545.43895730          75
## 1290             271            54    0.61           101.81139960          66
## 1291             127             4    0.54           228.78381080          97
## 1292             218             1    7.32           493.32792930          93
## 1293             167            20    0.26            80.58788376           9
## 1294             286            10    0.79            18.99961966          56
## 1295             382            92    5.04            98.19145117          NA
## 1296             241            50    0.15            32.22493445          75
## 1297             169             0    1.89             0.00000000          83
## 1298             157             4    3.08           286.12114460          97
## 1299             325             2    5.76           668.95628540          95
## 1300             213             0    0.60           111.73921340           5
## 1301             136             0    0.01           492.05522630          64
## 1302             296             1    0.45            20.86878709          25
## 1303             436             2    6.21           512.58879950          93
## 1304             249            31    0.03            75.25799773          59
## 1305             237             2    0.01            78.39008571          89
## 1306             327            32    0.21             1.09966598          NA
## 1307             242             1    8.36             0.00000000          98
## 1308             134             2    0.01           493.41534100          98
## 1309             299            59    0.54             6.66045178          79
## 1310             428            77    1.51             0.68168556          NA
## 1311             215             0      NA             0.00000000          95
## 1312             193             1   12.22            75.36251406          NA
## 1313             513             4    0.01           168.13489920          95
## 1314             162           359    0.01            62.29361092          72
## 1315             157            57    7.33           564.52339020          99
## 1316             177             0      NA             0.00000000          98
## 1317             185            17    0.01            19.16246960          99
## 1318             371            13    4.27            10.42436900          NA
## 1319             115             1    3.92            49.34007756          98
## 1320             314            28    0.01           196.66757680          86
## 1321             519            30    4.21            33.34691455          NA
## 1322             253            37    0.01            97.67794571          98
## 1323             126            10    8.33          1398.04262300          94
## 1324             196             0    4.94           815.43559950          84
## 1325             256             6    4.89           115.73897400          48
## 1326             141             3    2.37            42.73082830          99
## 1327             131             1    9.85           820.81090980          93
## 1328             394            58    5.22             0.96249705          81
## 1329             185           134    0.08           211.87834040          81
## 1330             366            46    0.64            76.52382535          39
## 1331             219             0    0.60            59.97185848          85
## 1332             155             1   10.98           107.98261270          96
## 1333             174             0    6.70          1486.23640600          92
## 1334             295           237    2.09             0.00000000          65
## 1335             155             3    5.39            30.93519548          85
## 1336             188           182    0.06            33.95837125          62
## 1337             116             0   13.24             0.00000000          98
## 1338             119             1    6.76            24.73142261          94
## 1339             261             3    0.48             5.64912342          NA
## 1340             194            29    0.20            52.22906505          82
## 1341             149             0   12.09             0.00000000          96
## 1342             122             8    0.80             0.00000000          83
## 1343             148             2    3.55           473.12381240          98
## 1344             129             3    0.53           101.60924500          97
## 1345             199             0    4.52            72.80016800          84
## 1346             148             0    1.79           503.58819560          89
## 1347             317            62    1.86             7.14685140          88
## 1348             266             2    0.24            69.96754350          68
## 1349             171             0   12.55             0.00000000          84
## 1350             139             0    2.15           558.72064860          58
## 1351             399            25    6.39            10.66670728          95
## 1352             122             0    0.01          2700.07305000          93
## 1353             189             7    6.43             4.67359227          63
## 1354             155             0    1.51           310.82033820          88
## 1355             183             4    2.05            13.39092189          97
## 1356             165             1    3.67           192.32263050          98
## 1357             114             0   13.19             0.00000000          99
## 1358             191           159    0.06            72.01593160          66
## 1359             141             2    0.01            31.80653288          99
## 1360             167            18    4.66           477.13418140          78
## 1361             158             0    1.24            40.49128897          93
## 1362             134             1    0.55           564.54256630          99
## 1363             371            51    6.19            83.18071241          82
## 1364             228             0    6.68           332.27517090          96
## 1365             158             9    4.13            14.58874030          69
## 1366             217             8    0.02            61.76263795          74
## 1367             453            17    1.56            40.45156933          42
## 1368             138             3      NA             0.00000000          99
## 1369             123             1    6.35           152.54484050          96
## 1370             354           217    0.86             1.50696248          NA
## 1371             185             0    2.23             0.00000000          87
## 1372             343             7    0.83             0.70313218          86
## 1373             188             0    6.35           103.37106890          89
## 1374             192             0    1.21           244.39764380          92
## 1375             131             9    0.93            10.21129783          82
## 1376             184            16    0.01             0.44280240          99
## 1377             278            55    0.57           102.14137440          74
## 1378             148             0    3.82           155.20726690           4
## 1379             131            29    3.94             0.00000000          95
## 1380             154            18    4.59           297.51123370          NA
## 1381             228             1   10.98             0.00000000          94
##      Measles  BMI under.five.deaths Polio Total.expenditure Diphtheria HIV.AIDS
## 1        680   NA                92     9              7.97          9      0.3
## 2        237 17.0               130    96              2.88         96      0.1
## 3          0 48.4                 4    97              9.78         97      0.4
## 4          2 19.0                96    76              6.97         74      1.7
## 5         23 28.6                52    88                NA         88      0.7
## 6          0  4.3                 1    94              6.45         94      1.9
## 7          1 32.2                 4    96              5.56         96     28.4
## 8        101 24.9                60    94              5.17         94      2.1
## 9          0 77.6                 0     8                NA         78      0.1
## 10      6755  1.0                39    92              4.70         75      0.2
## 11       927 32.1                15    84              4.48         85      0.3
## 12         3 58.1                 0    94              6.63         94      0.1
## 13        12  3.7                 0    99              5.29         99      0.2
## 14         0 71.5                 0    88              5.13         86      0.1
## 15      6855 24.7               759    49              3.67         49      3.9
## 16       815  4.4                47    67              5.64         73      0.1
## 17         0 57.6                 1    99              8.42         99      0.1
## 18         5 56.9                 0    96              6.74         96      0.1
## 19        45 57.1                 8     5                NA         41      0.1
## 20      1028 34.1                 3    89              8.53         89      2.5
## 21         0  5.9                 3    99              6.39         98      0.1
## 22         0 49.9                11    95              5.49         95      0.2
## 23         0 61.3                 0    97              7.44         99      0.2
## 24         0 48.4                 0    93              5.64         93      0.1
## 25         0 41.6                 1    95              5.81         93      2.2
## 26        61 18.4                22    71              5.60         71      5.1
## 27         4  6.7                 2    89                NA         89      0.1
## 28         0 49.8                19    89              5.37         89      0.1
## 29       632 28.8                 4    96              3.95         96      0.1
## 30      5020 21.6               308    78                NA         81      1.1
## 31        21  2.3                 1    92              5.17         91      0.5
## 32       426 23.5                39    77              5.37         75      1.4
## 33         1 26.4                 7     9              7.13          9     33.8
## 34         0  5.8                23    95              3.82         95      0.1
## 35      2339 59.3                16    98              7.90         97      0.2
## 36         0 45.4                16    84              5.22         84      0.2
## 37         0 57.7                 1    95             11.59         94      0.1
## 38        49 26.3                 4    87              5.11         84     48.8
## 39         0 67.8                 0    91              5.90          9      0.1
## 40       420 27.5                43    69              6.44         68     30.3
## 41         9  2.6                82    88              3.95         88      0.1
## 42       141 21.2                23    47              3.62         47      5.1
## 43       798 13.4               122    41              8.82         41      0.1
## 44      4929 47.2                 1    98              8.31         97      0.1
## 45      7360 18.3                89    76              3.00         79      0.1
## 46         0 34.4                 1    78              1.57         78      2.1
## 47     16527 14.1                 6    99              3.77         99      0.1
## 48        20 64.8                 4    98              7.45         98      0.1
## 49         0 41.6                 1    97              7.32         98      0.3
## 50      4074 18.7                21    97              3.40         97      0.8
## 51         0 53.7                 0    99              7.35         99      0.1
## 52         0 47.5                 0    99                NA         99      0.1
## 53      2151 17.3                56    56              3.76         53      3.0
## 54        82 64.8                 2    97                NA         97      0.1
## 55         8 22.0                16    66              8.40          6      3.1
## 56     12237 12.1                36    62              5.87         59      2.1
## 57         4 47.9                 1    98              8.49         98      0.1
## 58         0 45.0                 1    98              5.10         98      0.3
## 59         0 62.0                 0    97              7.63         98      0.1
## 60       243 23.3                40    42                NA         54      0.5
## 61         0 35.5                 0    98              3.58         98      0.1
## 62        71 26.8                10     9              5.15          9      3.0
## 63      7497 24.3                80    47                NA         42      0.7
## 64         0 19.5                40    84              5.35         84      0.7
## 65         0 44.2                14    79              4.36         73      1.1
## 66        10  3.7                 0    99              3.73         99      0.1
## 67        18 19.5                 4    46              2.23         37      3.6
## 68        64 52.8                 1    88              9.38         94      0.1
## 69       146 21.7                13    62              2.42         62      5.9
## 70       653 13.1                26    69              6.74         69      1.9
## 71         0 44.9                 4    85              7.60         89      0.1
## 72         0 47.3                 6    84              5.85         81      0.1
## 73         0 61.8                 1    95              8.55         95      0.1
## 74         0 71.4                 0    54              4.52         26      0.1
## 75         0 73.8                 0    62              6.91         67      0.1
## 76         0 58.3                 0    89                NA         89      0.4
## 77      3903 17.4               474    71              2.76         68      0.1
## 78       333 18.3                96    85              1.87         85      0.6
## 79        95 22.0                75    83                NA         89      2.8
## 80        23 51.3                 1    93              1.19         88      0.1
## 81        56  5.5                 1     9              8.99         92      0.1
## 82        37 26.7                 4    87              5.16         85     49.9
## 83       704 19.9               879    46              3.66          4      5.3
## 84       116  6.9                33    89             13.73         94      0.1
## 85       830 15.2                93    86              1.97         78      0.5
## 86       172 17.5               103     7              6.28         69      2.0
## 87       375 47.6                10    83              4.11          8      0.1
## 88        85  6.1                33     9             13.70         94      0.1
## 89         4 27.2                 4    81              6.47         81     24.0
## 90         0 34.2                 3    96              5.55         96     12.7
## 91        31 27.1                42    67              7.13         65     33.6
## 92      1317 16.5               102    68              6.76         67      1.3
## 93        27 55.9                 0    95              5.10         95      0.1
## 94      4519  2.9                18    98              3.58         98      0.6
## 95         0 25.4                 0    99              5.66         99      0.9
## 96         9 52.9                 4    97              5.30         97      0.1
## 97        47 48.1                 5    97              5.40         97      0.1
## 98         0 68.6                 0    91              4.87          9      0.1
## 99         0 32.9                 7    99                NA         96      0.1
## 100        0 29.7                11    98                NA         93      0.1
## 101        7 57.4                 0    96              6.80         96      0.1
## 102        0  5.4                 1    99              6.27         98      0.1
## 103       60  2.5                 4    99              3.28         99      0.1
## 104     9357 14.3                65     6              5.17          6      0.7
## 105        0 57.8                 1    72                NA         73      0.1
## 106      154 33.6                 9    99                NA         99      0.1
## 107        0 42.8                 4    96              6.70         96      0.2
## 108        0 42.8                 6    98              7.81         98      0.9
## 109     7003 18.7                89    77              2.79         79      0.1
## 110     3575 17.2                48    46             13.63         44      1.2
## 111        0 55.0                 1    92              7.82          9      0.1
## 112        0 24.9                 0    97              5.11         96      0.6
## 113        6 21.7                42    63              5.39         62      1.9
## 114        3 17.1                49    77              4.50         77      0.5
## 115        0 42.5                 1    99              5.34         99      2.2
## 116     2946 13.3                92    83              5.61         79      2.9
## 117      120 64.0                 4    98              7.23         98      0.1
## 118     8491 22.2               817    54              3.47         54      4.8
## 119        0  5.4                 8    86              4.34         85      1.6
## 120        0 17.6                47    76              4.70         77      0.5
## 121        1 49.3                 9    94              5.66         96      0.1
## 122      222 41.4                 4    94              6.18         96      0.2
## 123        0 61.0                10    82              4.94         82      0.1
## 124     1282 17.9                95    88              3.90         88      6.4
## 125       10 25.9                 4    87              5.26         84     46.4
## 126       84 22.8                11    71              2.54         72      5.0
## 127       43 52.8                57    98              8.90         99      0.1
## 128     1461 22.5                39     8              4.46         79      1.6
## 129        0 42.0                 0    93              4.38         89      0.1
## 130     5844 55.9                43    69              5.34         68      0.1
## 131       66  5.3                52    77              8.80         77      3.7
## 132      383  6.0                 1    95                NA         95      0.1
## 133      126 22.3                12    73              2.37         73      5.5
## 134        0 37.9                 2    96                NA         95      2.2
## 135      459 18.8                52    83              6.11         81     15.9
## 136     7872 54.4                 1    94              7.25         93      0.1
## 137       90 31.4                 3    44              2.88         45     10.7
## 138        6 23.8                50    89                NA         89      0.3
## 139        0 52.8                 3    94              3.41         94      0.1
## 140        0 42.7                 8    96              1.93         96      0.1
## 141        0  6.2                 0    94              5.67         94      0.1
## 142      264  2.3                46     6              3.85         57      2.3
## 143        0  4.7                 8    99              3.51         99      0.1
## 144        0 34.2                 0    99              3.38         99      0.1
## 145        0 54.1                58    98              5.52         97      0.1
## 146        8 19.8                22    72              5.55         82      5.1
## 147      737 37.5                28    99              5.11         99      0.3
## 148        1 43.0                 4    97              6.68         97      0.1
## 149    30328 55.2                39    78              4.65         78      0.1
## 150      185 22.5               124    91              5.57         91      2.1
## 151       16 16.2                 2    83              1.10         83      0.1
## 152        0 65.8                 0    81             13.44         91      0.1
## 153     1483 25.5                39    78              7.10         78     43.5
## 154        0 57.1                 0    95              6.93         95      0.1
## 155      709 33.2                 2    81              8.95         81      1.9
## 156        0 54.2                 2    95              8.50         94      0.1
## 157      334 49.2                 1    89              8.39         88      0.1
## 158      313 29.7                 4    89              8.47         89     21.6
## 159        0  3.3                10    99                NA         93      0.1
## 160       34 26.7                11    49              1.40          5      0.9
## 161       59 31.6                 4    96              4.65         96     31.9
## 162       17 36.0                 5    99              4.79         99      0.1
## 163     7726 19.1               141    88              4.72         83      8.5
## 164        0 65.1                 1    88              8.44         88      0.1
## 165        2 58.8                 1    99              8.28         99      0.1
## 166     1385  4.4                15    59              8.39         62      1.5
## 167        0 38.8                 8    88              6.63         94      1.7
## 168        0 68.2                 0    82              4.71         83      0.1
## 169        0 42.1                 2    99              5.90         99      0.1
## 170        0  3.8                10    99                NA         94      0.1
## 171     4381   NA               104    69              3.18         69      0.2
## 172        1 39.0                11    97              6.75         96      0.2
## 173       10 49.1                 1    93              1.88         92      0.1
## 174      353 55.0                 3    96              5.21         96      0.1
## 175        0 47.4                 0    66              3.66         67      0.1
## 176      101 42.6                 0    67              3.52          7      0.1
## 177      526 53.1                 5    98                NA         98      0.1
## 178      257 51.4                 8    85              5.92         88      0.1
## 179     8079 34.5                51    78              4.82         78      0.1
## 180       28 57.8                 4    95              8.88         95      0.1
## 181       26 57.8                64    96              5.40         96      0.1
## 182        0 44.5                 1    99              4.56         96      2.3
## 183     1217 49.9                25    97              5.23         97      0.1
## 184        1 21.9                 1    97              3.70         97      0.6
## 185      726 49.5                37    83                NA          8      0.1
## 186     1599 19.1                21     9                NA         91      0.1
## 187        0 64.7                 0    79             11.99         79      0.1
## 188       11 18.0                 1    93              5.88         95      0.3
## 189      128 14.3                 9    94              3.30         94      1.4
## 190        0 18.4                 2     8              3.65          8      0.1
## 191       22 44.7                17    99                NA         99      0.1
## 192        0 38.2                 0    96              7.67         96      0.1
## 193        0 61.6                10    99              4.99         94      0.1
## 194      789 12.6                10    82              4.43         81      1.9
## 195        0  4.8                 0    97              4.21         97      0.1
## 196        0 38.4                 1    91              5.73         91      1.9
## 197        0   NA                46    NA                NA         NA      3.5
## 198      386 14.9                42    89              6.24         89      7.7
## 199      165 43.3                 0    67              4.20         69      0.1
## 200       51 21.2                 4    99              3.21         99      0.1
## 201     1356 48.6                 1    82              8.60         82      0.1
## 202        0 57.1                 1     8              8.30          8      0.1
## 203        5 59.1                 0    93              6.90         94      0.1
## 204      245 43.9                10    96              4.16         97      0.1
## 205       17  2.1                17    98              7.69         98      0.5
## 206        7 61.9                25    97              5.61         97      0.1
## 207        0 17.2                 5    98              4.60         98      0.1
## 208        0 23.2                 0    93              5.00         92      0.9
## 209       45 18.4                55    84              7.56         82     17.0
## 210     1129  2.6               460     7              3.26         62      0.1
## 211        0 51.0                 4    97                NA         97      0.3
## 212        0 43.0                 0    91              5.60          9      0.4
## 213        0 55.1                13    94              8.31         93      0.1
## 214     6532 12.2               122    24              8.20         24      0.1
## 215        4 61.1                27    96              6.80         96      0.1
## 216     1233 17.9                26    45              4.10         51     12.0
## 217     6187 26.0                 5    98              3.40         98      0.1
## 218     9743 12.0               247    88              2.62         99      0.1
## 219        0   NA                45    NA                NA         NA      3.8
## 220        0 45.1                 5    93              8.40         93      0.6
## 221        0 49.7                 0    94              5.50         88      0.1
## 222    63057 15.0               118    45              6.61         43      1.6
## 223       13 47.3                 9    94              3.19         93      0.1
## 224     1990 14.7               116    58              7.43         58      0.1
## 225        0 58.7                 0    94              6.93         95      0.1
## 226       44 17.9                 5    98              3.76         98      0.1
## 227     9582 45.5                40    95              5.20         96      0.1
## 228       26  2.2                47    93              4.73         94      9.1
## 229     1783 48.4                 1    93              5.50         91      0.1
## 230     1599 15.7               110    64              8.33         64      0.1
## 231        0 47.8                 0    95              5.61         95      0.5
## 232        0  4.4                 0    84              6.00         84      0.1
## 233       12 21.9                 7    77              6.50         77      6.0
## 234     6399 48.2                27    97              5.22         97      0.1
## 235       43 17.4                 2    75                NA         76      0.1
## 236        0 52.7                 0    NA              8.23         NA      0.1
## 237      230 53.8                38    74              3.69         57      0.1
## 238     6847 48.1                 1    66              8.53         78      0.1
## 239        0 47.6                 5    97              8.57         97      0.4
## 240        0 29.0                 0    94              4.61         94      0.3
## 241       51 16.0                 9     9              3.24          9      0.9
## 242     4321 21.9               461    82              3.20         82      0.1
## 243        0 49.9                13    65              6.20         73      0.4
## 244      234 28.1                12    73              2.87         75      1.2
## 245      282 16.1               106    57              6.94         57      1.4
## 246     9696 29.4                44    89              5.37         89     15.7
## 247     3025 19.6                86    85              3.23         88      0.1
## 248        0  5.0                 8    91              5.58         94      0.1
## 249      529 25.9                39    76              6.16         75     42.1
## 250    12943 26.5               142     8              2.85         78      0.3
## 251      392 23.0                39    77              4.95         76      1.4
## 252     1622 21.3               128    88              5.72          9      3.1
## 253        0 55.7                 0    NA              8.46         NA      0.1
## 254       64 55.7                52    98              6.11         98      0.1
## 255        0 28.6                46    75              4.96         75     20.5
## 256        1  6.9                 1    95              6.41         95      0.1
## 257      332 12.3                20    57              3.41         51      0.1
## 258        0 45.9                 1    97              5.25         98      0.3
## 259        0 43.3                19    71              6.31         71      0.1
## 260        0 54.0                 2    99                NA         98      0.1
## 261     1398 21.7                12    75              4.34         75      1.2
## 262        0 47.6                 0     7              9.65         71      0.4
## 263        1 21.1                 2    84              3.82         83      0.1
## 264      468 41.3                47    63                NA         69      0.1
## 265     3196 54.4                 4    97              5.60         97      0.1
## 266        0 43.4                 8    97              1.88         96      0.1
## 267      133 53.6                 3    98              5.86         98      0.1
## 268        0 54.9                 0    95              4.92         94      0.1
## 269      118 23.3                98     7                NA         64      1.9
## 270      240 18.3               113    97                NA         97      0.1
## 271        0  3.2                 3    85              8.61         91     15.7
## 272     2095 13.2                57     9              4.22          9      8.5
## 273     2150 51.2                78    99              5.75         99      0.1
## 274        0  5.4                 1    97             12.80          9      0.1
## 275        3 59.8                 0    91              5.91         91      0.1
## 276        0 18.5                43    73              4.24         73      0.4
## 277        0 74.3                 0    84              4.98         82      0.1
## 278     1719  2.7                91    77              6.35         73      1.5
## 279        2 34.6                 3     8              3.13         82      4.9
## 280      295 14.9                16     5              4.32         49      0.2
## 281      329 19.1                69     9              2.50          9      0.6
## 282      133  5.4                29    98              5.84         99      0.1
## 283       49 32.7                 2    87              8.71         87      2.7
## 284       35 46.5                 2    83              7.82         87      0.1
## 285       38 31.6                16    84              4.59         85      0.3
## 286        0  7.3                 0    37              4.68         39      0.1
## 287       32 54.0                 4    94              9.65         91      0.1
## 288        8 56.3                 3    95              5.56         95      0.1
## 289        3  4.7                11    96                NA         96      0.2
## 290      292 56.0                 3    98              2.71         98      0.1
## 291     1833 17.1                22    51              4.29          5      5.3
## 292     4770  2.9                92    68              4.65         61      6.7
## 293        0 54.6                13    85              9.38         83      0.1
## 294        0  2.1                84    94              5.49         94      3.0
## 295        0 58.3                 1    93              9.89         91      0.1
## 296     5729 19.4                95    66              6.00         65      7.1
## 297        0  5.2                 3    89                NA         93      0.2
## 298    54118 16.1                77    91              7.41         92      1.1
## 299       11 53.3                 1    96              8.24         88      0.1
## 300        1 23.4                14    79             11.83         75      2.4
## 301        0 47.7                 0    85              5.27         84      0.1
## 302        0 38.9                 0    99              4.48         97      0.1
## 303        0 34.8                 0    98              4.80         98      0.1
## 304        1 56.4                13    91              6.84         91      0.1
## 305      899 22.3                95    72              4.97         73      7.7
## 306    55577 17.8               326    72              3.61          7      1.9
## 307      189 15.9                32    93              6.41         89      0.2
## 308        6  2.8                34    87              4.94         88      0.6
## 309        2 55.5                 0    96              5.20         96      0.1
## 310      244 42.2                82     7              8.26         69     28.9
## 311        0 46.5                15    92              6.79         92      0.4
## 312       24 19.1                 4    44              2.50         36      2.9
## 313        0  3.5                 0    95              4.76         95      0.2
## 314     2204 45.8                 9    99              3.95         82      0.1
## 315        0 52.4                 3    99              8.43         98      0.1
## 316      352 12.9                35    93              5.53         93      0.2
## 317     2924 13.5               201    96              2.80         94      0.1
## 318     4458 21.5               110    75              3.30         75      2.6
## 319     4088  5.1                37     8                NA         78      0.1
## 320        0  5.8                 0    65              3.70         64      0.1
## 321        1 57.9                12    91                NA         91      0.1
## 322        0 25.5                 0    98              4.30         98      0.6
## 323      120 26.1                58    91              4.81         91      1.3
## 324        0 15.8                56     8              5.30         85      0.6
## 325        0 47.4                 0    81              6.10         97      0.1
## 326        3 47.6                33    98              5.89         99      0.1
## 327        0 45.2                 0    98              8.35         98      0.1
## 328     2123 58.7                16    98              6.88         97      0.3
## 329        0 41.3                 4    86              5.99         86      0.1
## 330        0 18.0                 2    98              3.39         89      0.1
## 331        0 43.0                 0    95              8.12         95      0.1
## 332        0 22.6                 4    39              3.29         41      7.7
## 333      295 17.9                22    72              5.00         72      5.2
## 334      322 26.8                12    63              3.79         64      1.2
## 335      476 41.4                22    99              5.65         99      0.1
## 336      845 13.6               100    88              1.84         82      0.4
## 337        0 62.8                 9    93                NA         94      0.1
## 338       23 18.1               149    91              4.66          9     10.0
## 339     3332 12.9               377    55              4.73         35      4.6
## 340      183 18.9               113    73              6.51         78     16.3
## 341    42554 13.0               191    55              6.77         52     11.6
## 342       10 15.1                 3    78              1.20         72      0.1
## 343        0 32.3                 0    98              4.82         98      0.1
## 344        0 54.1                 0    97                NA         98      0.1
## 345     2813   NA                88    93              8.42         93      0.3
## 346       65 15.6                 5    98              3.95         99      0.1
## 347       85 19.6                 2    69              4.57         69      0.1
## 348        0 61.1                 0    99              4.26         99      0.1
## 349      416 25.1                 4    79              6.18         78     23.9
## 350        0 22.7                 1    97              3.83         97      0.6
## 351        0 49.4                 3    89              7.19         89      0.2
## 352      187  2.4                22     8              5.73         81      4.8
## 353        0 61.7                 2    92                NA         98      0.1
## 354      190  2.7                81    94              5.57         87      3.0
## 355        0 58.8                10    75              5.81         84      0.1
## 356      253 43.1                 9    71              5.90         78      2.5
## 357     1459  4.1                73    71              8.70         73     21.3
## 358       48 16.5                 8    96              3.60         96      0.7
## 359        0 55.3                12    86              4.93         68      0.1
## 360       26 23.1                 7    82              6.70         83      5.9
## 361        0 31.3                 0    93                NA         93      0.2
## 362        0 48.2                 0    92              7.16         91      0.1
## 363      141 14.2               164    58              8.90         62      8.9
## 364     4414  1.8               298    85              2.47         85      0.1
## 365      137 26.2                82    83              6.14         82      2.9
## 366        0  2.1                 2    75              4.93         75      0.1
## 367        0  3.7                 3    92              8.76         95     12.2
## 368    49871 13.6               181    57              7.78         57     10.0
## 369      471 18.2                26    47              4.29         54     11.2
## 370        0 51.3                17    94              6.11         93      0.1
## 371     9559 18.6                77     4                NA          4      0.9
## 372        0 58.6                11    94              6.66         93      0.1
## 373     2070 13.3                18    55              4.40         53      0.1
## 374      272 18.1                90    71              6.11         71      0.7
## 375      238 22.6                21    84              5.11         84      1.7
## 376        0 52.3                 0    93              8.62         93      0.1
## 377        0 22.1                 0    91              5.19          9      0.8
## 378     5432 61.1                60    93                NA         93      0.1
## 379        1 31.2                 0    99              3.30         99      0.1
## 380        0 51.5                 8    86              4.20         82      1.4
## 381        0 46.6                 0    67              3.67         67      0.1
## 382        4 49.2                 8    98              4.42         99      0.1
## 383        0 29.3                 0    97              9.76         97      0.2
## 384        0 59.5                 1    94              8.23         94      0.1
## 385        0 67.5                 0    81             12.77         81      0.1
## 386        0 48.6                 3     8              1.49         86      0.2
## 387        0 54.8                 0    99              8.20         99      0.1
## 388      619 25.4                66    79                NA          6      0.1
## 389        0 42.2                21    99              6.49         99      0.1
## 390      538 45.3                11    86              4.94         84      0.1
## 391       26 16.5                30    98              8.49         97      5.0
## 392        0 26.2                 0    99              3.96         99      0.4
## 393        0 52.8                 8    87              7.29         87      0.1
## 394      831 28.4                71    86              4.10         87      3.7
## 395        0 24.3                 0    95              4.86         95      0.8
## 396        0 61.7                 4    98              8.42         98      0.1
## 397      304 14.1                84    73              6.70         75     25.5
## 398     1809 29.0                68    83                NA         84      3.5
## 399        5  2.9                 4    54              2.25         41      5.9
## 400      221 22.5                86     7              6.58         69      1.6
## 401     1673 17.2               160    97              4.60         95     11.5
## 402        0 35.7                 1    79              5.85         88      1.1
## 403     4529   NA               106     6              2.95          6      0.2
## 404       30 23.8               119    96                NA         98      1.4
## 405     3484 11.2               280    83              2.59         83      0.1
## 406      718 14.6               173    97              2.91         97      0.1
## 407      607 24.4                30    86                NA         86      0.5
## 408     6538 23.1                72    87              4.29         87      0.1
## 409        0 59.9                 2    98              3.50         98      0.1
## 410        0 58.1                 1    94              7.41         93      0.1
## 411     5494 54.5                38    71              3.93         69      0.1
## 412        5 32.7                 3    96              5.62         96     20.6
## 413      195 38.5                 4    97              4.20         97      0.1
## 414        0 44.1                 0    67              4.12         69      0.1
## 415        0 64.0                 0    95                NA         95      0.1
## 416    32647 24.7                 4    99              4.23         97      0.1
## 417        0 67.9                 0     9              8.12          9      0.1
## 418     1043 41.6                79     7              8.90          7     26.6
## 419        0 46.0                 0    94              5.93         92      0.3
## 420        0 25.8                 0    93              3.87         92      0.1
## 421        8 29.2                12    98                NA         92      0.1
## 422     2660 14.0               186    96              2.85         96      0.1
## 423        0  5.1                 0    95              5.79         95      0.2
## 424      260 25.6                10    61              3.98         85      3.3
## 425     1678 16.1                15    46              4.14          5      0.2
## 426     1865 22.2                38    88             11.98         89      1.3
## 427        0 23.6                 1    98              3.57         99      0.5
## 428        0 18.9                12    87              5.68         88      0.2
## 429       80 52.9                70    97              5.21         97      0.1
## 430       25 49.5                 1    99              2.59         99      0.1
## 431     1141 15.2               113    63              6.73         63      0.1
## 432        4 59.9                 0    93                NA         93      0.1
## 433        0 47.2                14    94              6.64         94      0.4
## 434        0 48.3                 0    65              8.38         68      1.8
## 435       85 36.4                30    99              5.17         98      0.3
## 436       71 27.3                 5    96                NA         97      1.7
## 437    16997 17.1                70    86              6.56         85     18.6
## 438     7120 17.8                90    74              3.21         78      0.1
## 439        0 46.4                 0    98              5.33         99      0.2
## 440        0 55.2                 0    95              5.13         94      0.1
## 441        0 57.0                 1    91              6.52         91      0.1
## 442     4779 15.9                17    95              6.36         94      0.6
## 443        0 57.7                 0    85              5.69         85      0.4
## 444        0 64.5                 0    95                NA         95      0.1
## 445      129 16.6                33    95              8.58         96      1.5
## 446       33 19.7                46    65              1.68         64      2.2
## 447     4023 38.2                14    52              6.68         55      1.3
## 448     2875   NA               109    62              3.23         62      0.1
## 449     8046 23.2               456    72              2.76         72      0.1
## 450        4 55.6                10    88                NA          9      0.1
## 451        0 43.0                 0    86              5.16         93      0.9
## 452     2177 38.7                46    68              5.73         67      0.1
## 453        0 32.6                 6     9                NA         93      9.3
## 454      265 19.3               133    65              3.84         69      2.6
## 455        0 52.0                 1    96              5.66         96      0.5
## 456        0  6.2                29    96              6.70         96      0.1
## 457       19 56.3                 0    95              6.35         94      0.1
## 458       50 59.9                 1    98              4.92         98      0.1
## 459        0  4.2                 0    91              4.40          9      0.3
## 460       10 51.9                 5    99              4.36         99      0.1
## 461        0 55.4                 0    96              6.00         96      0.1
## 462       51 59.4                 0    96              7.70         96      0.1
## 463        0 63.2                 0    97              7.50         97      0.1
## 464        0 62.8                 2    96              4.33         96      0.1
## 465        8 55.2                 0    94              7.16         94      0.1
## 466        0 55.4                 2    93              6.77         94      0.2
## 467      220 54.5                52    96              8.48         97      0.1
## 468        0 35.9                12    93              5.93         93      0.2
## 469        0 63.2                 0    82              1.64         78      0.1
## 470       12 15.1                83    93              6.63         89      1.7
## 471      146 43.9                12    86              4.92         84      0.1
## 472      953 54.2                66    98              5.24         98      0.1
## 473        0  4.6                 4    87              6.77         87      0.1
## 474        0 49.7                 6    92              5.37         89      0.1
## 475      129 57.5                17    98              6.83         97      0.2
## 476      679  2.7                24    47              3.73         47      5.8
## 477       45  2.8                44    62              4.55         64      2.2
## 478        0  4.1                 0    99              4.53         99      0.1
## 479        0 22.8                 0    99              9.94         96      1.6
## 480        0 52.8                16    92              6.62         92      0.1
## 481        0 28.2                 4    88              6.81         87     43.7
## 482        0 25.7                21    98                NA         62      0.1
## 483        0 31.8                 0    99              2.64         99      0.1
## 484      418 13.9                 1    98              6.91         92      0.1
## 485        4 27.9                 4    86              7.32         86     22.1
## 486        2 46.2                 4    94              8.20         92      0.4
## 487        0 51.5                 1    99              4.73         99      0.1
## 488        0 52.6                 1    96              4.48         95      0.1
## 489        0 43.1                 0    99              6.24         99      0.1
## 490        0   NA                43    NA                NA         NA      4.2
## 491    13234 21.2                44    83              4.26         81      6.3
## 492      184 34.7                 3    96              6.39         96      9.0
## 493        0 72.1                 0    86              4.67         84      0.1
## 494    11644 46.9                35    99              5.42         99      0.1
## 495      485 31.7                63    73              4.34         73      0.1
## 496       78 57.1                11    73              4.85         71      0.1
## 497      435 22.4                62    85              4.51         84      3.1
## 498      883 22.3                12    91              5.31         89      1.2
## 499        0 66.4                 0    85             13.83         85      0.1
## 500        0 47.9                14    88              6.28         88      0.4
## 501        0 47.7                 8    98              2.70         98      0.1
## 502        0 45.3                20    67              1.41         68      1.5
## 503       46 57.0                 1    94              6.70         93      0.1
## 504      492 18.6                86    58              8.18         62      0.1
## 505        3 53.2                62    97              5.35         97      0.1
## 506     1601 15.9               124    78              8.43         79      8.1
## 507       55  5.6                 7    98              4.32         99      0.1
## 508    10677 39.1                 3    95              5.45         95      0.1
## 509     1016 13.3                39    74              5.15         81      5.2
## 510        8 45.9                 2    96              5.29         95      0.1
## 511       55 64.4                33    93             15.27         96      0.1
## 512        0 27.7                13    97                NA         79      0.1
## 513       47 35.0                 1    84                NA         84      2.1
## 514       20 57.0                 1    91              1.90         91      0.1
## 515       41 13.2                 3    57              1.31         57      0.1
## 516        1 23.9                11    76              2.27         78      4.0
## 517     1314  6.2                62    94              5.64         94      0.1
## 518        0   NA                42    NA                NA         NA      4.2
## 519      596 21.6                23    23              3.82         23      5.1
## 520        0 44.2                 8    96              1.99         96      0.1
## 521     8523 22.1               105    67              4.26         77      2.3
## 522    14649 16.0               181    64              2.64         79     12.8
## 523        0 51.3                37    73              4.36         75      0.1
## 524      315 25.0                10    69              2.79         82      3.5
## 525       15 45.9                 1    99              3.70         99      0.1
## 526       20 56.6                 1    99              7.11         99      0.1
## 527        1 28.9                 4    89              8.19         88     40.2
## 528        0 44.0                18    76              6.53         77      0.1
## 529        0  3.3                39    95              6.69         95      8.8
## 530       11 51.5                 1    92             11.87         92      0.1
## 531        0 46.4                 0    94              7.47          9      0.1
## 532    35558 15.4                58    74              4.89         78      0.6
## 533       11 38.7                 8    99              3.34         98      0.1
## 534        0 31.8                 3    98              9.25         98      7.3
## 535    33711 21.1               312    79              4.33          8      1.1
## 536     1433 59.1                38    63                NA         58      0.1
## 537        0 64.1                 0    81             11.92         67      0.1
## 538      251 25.4                85    79              5.70          8      6.3
## 539        0 57.6                 0    94              6.25         94      0.1
## 540        0 44.4                25    86              3.49         86      0.1
## 541     2738 14.1                50    85              4.18         88      8.0
## 542        5 46.6                 6    85              4.37         81      0.1
## 543     7790 25.7                13    99              3.92         99      0.3
## 544        0 48.6                 3    97              6.98         97      0.2
## 545      441 16.1                80    38              3.35         28      4.9
## 546       43 25.6                12     8              1.19          8      1.2
## 547        1 18.0                45     7              4.86          7      0.5
## 548        0 47.2                 8    66              4.28         79      2.1
## 549    18363 12.8                41    71              4.98          8      5.2
## 550       61 54.8                 4    97              9.90         99      0.1
## 551    12499 47.2                62    72              8.50         72     11.0
## 552        0 52.9                 0    95              8.77         95      0.1
## 553      107 52.8                23    94              5.36         95      0.1
## 554    15374 47.0                23    87              3.60         87      0.1
## 555       13 53.2                 8     6              3.23         72      0.1
## 556        0 63.6                 0    94             12.11         94      0.1
## 557        0  5.1                 3    96              6.68         96      0.2
## 558     7319 19.4                20    97              3.32         96      0.8
## 559      574 42.6                10    77              4.48         77      0.1
## 560        0 68.1                 0    81             13.38         81      0.1
## 561        0 32.8                 0    98              4.81         97      0.1
## 562     6192 13.0               215    95              2.80         94      0.1
## 563     1847 16.9               104    77              4.24          8     10.3
## 564        1 18.8                42    89              1.96         89      6.3
## 565        0 49.5                15    94              4.47         94      0.4
## 566      298  3.2                 2    71              7.21         71      3.9
## 567        0 58.0                12    92              6.49         91      0.1
## 568       31 26.9                 7    89              6.96          9     34.6
## 569        0 37.8                 1    91              5.97          9      2.1
## 570       82 15.5                 9    92              3.30         92      1.0
## 571     3255 16.0               231     7              6.55         65      1.4
## 572       28 33.8                 2    82              9.14         82      2.1
## 573     1861 18.0                24    92              5.69         92      0.1
## 574        0 61.2                 1    95              8.63         95      0.1
## 575        2 59.0                 0    94              6.48         94      0.1
## 576       35 18.0                59    84              7.33         83     17.6
## 577     2787 17.6                93    67              8.52         67      0.1
## 578       25 57.2                24    95              7.12         95      0.1
## 579        0 62.9                 0    94              8.68         94      0.1
## 580       34 58.5                34     9              5.81          9      0.1
## 581      763 15.8                 3    66              0.76         67      0.1
## 582     3611 22.9                12    75              4.53         76      1.3
## 583        0 56.0                 0    98              6.29         97      0.1
## 584     2519 14.1                98    77              1.80         73      0.4
## 585        2 48.9                 1    91              5.40         91      0.4
## 586     2641 31.3                10    99              4.00         99      0.1
## 587     1313 16.3               119    79             11.20          8      8.0
## 588        0 45.7                 0    94              5.90         94      0.1
## 589       17 51.2                 0    92              3.28         91      0.1
## 590        0 53.5                 0    94              8.47         94      0.1
## 591        2 53.9                 1    98              8.70         98      0.1
## 592       68 52.0                61    99              8.27         99      0.1
## 593        0 38.8                 0    98              6.67         98      0.1
## 594       27 52.1                 1    92              1.50          9      0.1
## 595      530 21.1                80    87              3.94         87      0.1
## 596       13 21.5                84    41                NA         42      0.8
## 597        0 56.1                 2    92                NA         91      0.2
## 598        0  5.2                 0    91              3.87          9      0.1
## 599        0 46.5                 9     9              6.22         88      0.3
## 600        0 45.1                 0    99              5.65         99      0.1
## 601      153 16.4               108     7              4.36         76     11.6
## 602        0 55.7                 1    94              7.46         94      0.1
## 603     1116 15.5                65    94              7.82         89     23.4
## 604        0 48.8                16    66              4.72         77      0.4
## 605        0 48.0                13    87              5.00         88      0.2
## 606     1154 19.1                83     6              8.16         65      0.1
## 607        0 51.9                 2    84              6.31         85      0.2
## 608       24 13.6                10    98              3.14         98      1.8
## 609      127 24.2                12    71              4.21         71      1.3
## 610      175 22.7                41    42              5.64         51      0.5
## 611       16 39.5                 4    95              6.70         95      0.2
## 612        0 47.2                 0    99              5.80         99      0.1
## 613     1329 15.7                90    92              1.97         82      0.5
## 614        0  4.7                 4    88              6.66         96      0.1
## 615        0 41.1                20    78              6.76         77      0.3
## 616     3761 12.4                33    59              5.70          6      2.2
## 617        0 49.4                 3    83              9.81         87      0.2
## 618        0 53.1                 0    99              7.40         99      0.1
## 619      109 46.8                 9    99              3.73         99      0.1
## 620        1  6.3                 1    96              6.67         95      0.1
## 621       26 43.0                 2    98              4.68         99      0.1
## 622        0 45.4                 0     9              5.82         89      0.4
## 623        0 55.5                 0    86              5.93         86      0.1
## 624        9 59.0                 0    98              6.31         98      0.1
## 625      878   NA                39    41                NA         31      3.4
## 626       35 51.4                 5    99              4.33         99      0.1
## 627        0 28.8                 6    86              8.85         88     27.3
## 628        0 31.2                 3    98              9.66         98      9.8
## 629     1088 17.6                78    84              1.68         86      0.6
## 630        0 57.8                 0    98              8.00         98      0.1
## 631     2299 47.9                13    64              4.26         73      0.7
## 632        0  5.3                 2    88              7.48         92      0.1
## 633     1278 25.8                 4    78              6.17         77     24.6
## 634       48 26.8                81    79              5.81          8      2.4
## 635        0 51.2                 0    93              8.26         91      0.1
## 636        0 73.4                 0    93             13.66         94      0.1
## 637      221 39.5                 4    97              4.17         97      0.1
## 638       80 34.8                36    99              5.29         99      0.1
## 639        1 45.3               109    99              7.13         99      0.1
## 640      101 57.0                18    98              7.44         98      0.3
## 641        0 37.6                 0    95              5.31         95      0.5
## 642      204 12.8                10    89              3.95         86      2.0
## 643    12423 25.4               747    49                NA         49      3.7
## 644      678 22.7                35    91             11.24         91      0.9
## 645        0 62.3                 0    95              8.74         95      0.1
## 646       34 54.0                 3    98              6.32         99      0.1
## 647        6 33.2                 3    96              4.93         96     14.4
## 648     1275 18.7                78    44              3.62         37      2.9
## 649      516 31.4                 6     9             11.70         93      9.6
## 650        0 52.9                12    91              4.93         91      0.2
## 651        0 46.1                22     9              4.98          9      0.5
## 652      788 15.2               161    94              3.60         94      0.1
## 653     3291 54.7                22    97              5.61         96      0.4
## 654     1190  2.4               121    81              3.39         77      2.5
## 655        0 65.2                 0    88             12.94         85      0.1
## 656        0 42.6                 0    98              4.27         99      0.1
## 657        8 72.5                 0    57              5.70         62      0.1
## 658        0   NA                49    NA                NA         NA      3.0
## 659    47147 12.6              2200    57              4.30         61      0.3
## 660        4 54.9                 1    91              7.50         87      0.1
## 661        0 33.6                 1     9              4.17          9      0.9
## 662        0 55.9                 0    99              8.51         99      0.1
## 663        0 19.6                12    87                NA         89      0.2
## 664    15099 27.4               136     8                NA         78      0.3
## 665        0 37.3                 0    99              6.10         99      0.3
## 666      358 22.8                94    72              4.73         73      7.5
## 667        0 48.4                 0    99                NA         92      0.1
## 668     2497 17.7                55    61              3.45         57      2.9
## 669     2511 16.6                74     9              7.17         91      1.0
## 670     1238 44.7                 7    79              7.86         75      0.1
## 671        0 42.0                 4    92              5.78         92      0.2
## 672    22004 62.7                 1    94              7.24         94      0.1
## 673       10  6.5                 1    98              5.10         98      0.1
## 674        0 53.4                 2     9              6.81         89      0.3
## 675     1006 23.8                32    83             11.90         83      0.6
## 676      314 16.4                87    86              1.83         73      0.5
## 677        0 47.2                 9    89              5.87         92      0.3
## 678     1986 16.4               139    94              3.80         94      0.1
## 679      157 63.3                 1    95              6.88         95      0.1
## 680        0 54.1                 0    85              6.14         87      0.6
## 681        1 61.1                 1    99              7.55         99      0.1
## 682        1 36.8                 2    96              5.84         95      2.8
## 683        0 58.5                 0    91              6.70         92      0.1
## 684      146 56.1                 6    99              6.61         99      1.0
## 685       45 54.9                 1    99              6.62         99      0.1
## 686     8257 19.0                78     4                NA          4      0.9
## 687      117  4.7                23    99              5.34         99      0.2
## 688     8927 56.8                39    85              5.37         85      0.1
## 689        0 43.8                 0    96              4.45         96      0.8
## 690       28 27.5                 0    98              4.29         98      0.1
## 691      173 56.1                19    98              5.38         98      0.3
## 692        1 59.3                 0    96              6.61         96      0.1
## 693       95 18.9                89     9              3.97          9      4.3
## 694        1 58.1                 0    96              6.95         96      0.1
## 695        0  6.1                 5    72              7.67         76      0.2
## 696     1279 18.5                22    92              5.80         92      0.1
## 697       15  3.2                 0    99              4.97         99      0.1
## 698     2488 29.7                 6    92              1.87         93     13.4
## 699        2 51.2                 1    96              4.56         94      0.1
## 700       27 38.5                 4    93              6.73         92      0.1
## 701      329 59.0                 2    98              3.16         98      0.1
## 702        0 38.2                 0    96              4.13         95      0.1
## 703     6582 13.4                35    97              6.40         96      0.1
## 704        0 57.2                 0    99              8.15         99      0.1
## 705     8650 17.5                79     4              3.17         33      3.9
## 706      830 42.9                83    73              7.93         74     29.7
## 707        0 48.6                 3     9              7.30          9      0.3
## 708        0 41.1                 0    91              5.99         91      0.1
## 709       49 17.1                33    96              8.21         96      1.2
## 710      222 45.3                 7     8              6.17         78      0.1
## 711       27 56.6                18    98              6.22         98      0.3
## 712        0 57.5                12    92              6.68         91      0.1
## 713        0 52.7                 1    86              5.91         93      0.6
## 714        0 27.7                 0    96              5.44         96      0.5
## 715       30 52.4                66    97              4.98         97      0.1
## 716        6 17.1                28    97              7.66         97      3.7
## 717      466 13.8               120     5              8.79          5      0.1
## 718    21319 13.6               128    41              6.10         34      1.5
## 719      111 62.8                23    97              5.29         97      0.1
## 720      110 29.2                 3    44              3.22         45     10.7
## 721     2444 55.0                21    98              5.19         97      0.3
## 722      594 56.2                 8    52              3.25         43      0.1
## 723     2672 29.9                 4    97              4.64         97     38.8
## 724     5859 18.8                40    77              4.69         76      2.1
## 725       29 17.2               152     4              4.71          4      2.5
## 726        0 38.7                 0    88              6.44         84      0.1
## 727     8282 14.9               332    42              1.45          4      2.5
## 728     8523   NA                89    92              8.20         92      0.3
## 729      127 51.4                28    99              6.28         99      0.1
## 730    12598 18.5               117    71              6.87          8     16.2
## 731    33634 16.4              1500    79              4.33         82      0.2
## 732        0 17.3                 2     7              3.56          7      0.1
## 733     9396 18.1               120    69              5.91         83     15.9
## 734        2  6.0                 0    95              7.90         95      0.1
## 735     1272 21.6               832    66              4.24         63      4.9
## 736        0 45.7                 0    99              3.88         99      0.3
## 737      400 39.6                46    67              5.78         73      0.1
## 738        0 28.1                 0    99              4.21         99      0.1
## 739      609 27.2                76    85              4.34         85      4.6
## 740     6200 57.6                36     9              5.45          9      0.1
## 741        3 63.2                 4    98              8.00         98      0.1
## 742        1 59.3                 1    99              5.55         98      0.1
## 743      130 36.4                46    76              5.32         76      0.1
## 744       48 54.5                 3    98              6.22         99      0.1
## 745        0 18.2                13    66              5.93         83      0.2
## 746        0 49.5                 1    96             11.41          9      0.1
## 747        0 71.4                 0    61              1.39         62      0.1
## 748        0 52.5                 6    98                NA         96      0.1
## 749        0 49.1                 0    66              4.71         65      0.1
## 750    61208 13.9               127    42              7.10         36      1.6
## 751       50 15.5                 3    72              0.92         72      0.1
## 752     2089 15.4                35    82              6.44         82      0.2
## 753      357 13.8               323    56              4.20         44      3.7
## 754        7 48.5                32    95              6.60         95      0.1
## 755        0 49.3                 8    88              4.34         89      1.8
## 756      580 54.5                24    97              5.99         97      0.3
## 757        0 44.2                58    66              8.90         66      1.9
## 758        0 45.0                 8    97              1.98         97      0.1
## 759       14 55.3                 1    99              6.47         99      0.1
## 760      411 55.7                 6    99              6.93         97      0.9
## 761        0 15.6                 0    97              5.84         98      0.1
## 762        0 57.9                 7     9              4.38         91      0.3
## 763    16512  9.2                43    96              4.89         96      0.1
## 764       38 18.9                22     8              5.17         82      5.0
## 765        0 49.2                 2    99              4.22         99      0.1
## 766     1318  4.6                 4    99                NA         99      0.1
## 767        0 58.7                43    96              6.60         96      0.1
## 768        0  5.5                18    93              5.82         93      0.1
## 769       65 28.0                79    81                NA         83      1.9
## 770        2 56.2                 1    99              6.59         99      0.1
## 771        0 54.2                 1    91                NA         91      0.5
## 772    10511 19.2                87    85              3.25         84      0.1
## 773     3156 29.0                11    99              4.12         99      0.2
## 774        0 49.2                 0    85              6.10         85      0.1
## 775        0 59.1                 2    96              6.70         99      0.1
## 776       38 19.8                 4    48              2.40         38      4.4
## 777        0 25.0                 6    87              6.14         87      4.5
## 778        0 46.8                 5    97              8.45         97      0.4
## 779        0 39.9                 0    84              5.24         83      0.1
## 780     5857 46.4                70    75              8.39         76     19.0
## 781        1 55.7                13    91              6.93         91      0.1
## 782        0 37.1                 1    93              5.84         91      2.3
## 783      128 18.5                98    79              6.56         78      1.8
## 784        0 26.1                11    75              9.25         76      1.1
## 785        0 44.4                 0    99              5.63         98      0.1
## 786      668 55.5                65    97              4.82         97      0.1
## 787      288 24.1                39     8              4.86          8      1.3
## 788      217 25.4                 7    78              7.53         78     31.2
## 789        0 41.4                 0    98              4.41         99      0.1
## 790        7 18.8                 1    96              6.58         96      0.4
## 791      860 17.1                71     9              5.17         91      0.9
## 792       58 24.3                26    85                NA         89      0.3
## 793      115 57.8                 3    96              7.12         99      0.1
## 794       11 16.7                 1    95              5.28         95      0.3
## 795     6447 23.5               788    42              3.30         42      4.4
## 796        3 16.6                 5    99              4.60         99      0.1
## 797      653 51.8                75    97              5.97         97      0.1
## 798      120 17.9                79    51              3.00          4      3.6
## 799        0 49.1                26    98              5.60         98      0.1
## 800     3965 17.8                74    37                NA         33      0.8
## 801        0 64.2                 0    99              7.40         99      0.1
## 802        0 56.3                 0    84              6.90         84      0.9
## 803       71 29.8                 2    64              6.76         64      4.0
## 804    72029  2.1               317    76              3.77         75      1.5
## 805        9 54.7                 0    94              7.66         93      0.1
## 806        1 59.4                 0    92              6.10         92      0.1
## 807        6 55.0                14    85              6.64         85      0.1
## 808        0 51.7                 3    99              8.40         98      0.1
## 809        0 45.8                10    97              6.46         87      0.3
## 810        0 45.0                 0    94              5.98         92      0.3
## 811     4174 12.5                93    62              4.85         62      3.6
## 812        0 19.6                38    88                NA         88      4.8
## 813        0 24.7                 0    98              7.44         97      1.2
## 814    16118 46.3                 9    99              4.70         98      0.1
## 815        0 72.8                 0    86              1.93         86      0.1
## 816        0 55.2                 0    98              5.15         99      0.2
## 817      149 57.2                 1    97              6.34         99      0.1
## 818        3 19.9                38    89              5.44         89      0.7
## 819     1516 17.3               100    76              4.80         81      9.1
## 820        0 61.7                 1    99              7.85         99      0.1
## 821        0 33.3                 0    98                NA         97      0.1
## 822        0 56.8                 7    82              4.12         83      0.3
## 823      188 14.3                21     8              4.48          8      1.1
## 824        0  2.7                 0    87              8.86         82      1.5
## 825       43 14.8                36    93              1.30         99      3.4
## 826        0   NA                43    NA                NA         NA      4.1
## 827       20 15.2                 0    98              8.00         98      0.1
## 828        0 46.7                15    82              5.19         83      0.2
## 829      113 18.7                13    79              2.20         78      0.3
## 830     1159 59.2                 2    88              5.60         92      0.1
## 831      410 11.3                36    94              5.38         95      0.2
## 832        0 25.2                25    93                NA         56      0.1
## 833    12739 17.2               202    75              4.88         77      0.6
## 834       79 32.5                 4    85              8.78         82      4.7
## 835     8536 32.7                58    61              5.00         61      0.1
## 836      214 56.1                47    98                NA         96      0.1
## 837      999 21.2                33    83              4.81         86      0.5
## 838        1 41.9                14    67              5.92         72      1.5
## 839      395 15.6                80    92              6.77         93      1.5
## 840       44  2.7                44    75              1.29         77      1.9
## 841       57 18.6               323    78              5.61         72      1.7
## 842        0 44.7                 0    94              5.97         89      0.1
## 843        1 22.9                14    67              1.24         65      2.8
## 844        0  5.5                 1    94              5.30         94      0.5
## 845     1952   NA                40    64              2.77         59      3.8
## 846     1176 15.3               256    65              4.41         58      2.0
## 847     5862 46.1                23    86              3.73         86      0.1
## 848     9397 11.4                62    74              5.43         74      0.1
## 849        0 46.9                 2    95              7.72         99      0.1
## 850       27 53.2                 0    91              8.18         91      0.1
## 851      194 17.0                 8    94              2.98         94      0.6
## 852       75 37.0                29    99              5.11         99      0.3
## 853        0 39.1                 5    86              8.10         86      0.1
## 854        0 43.8                 0    97              8.10         97      0.1
## 855        0 17.6                 2     7              2.86          7      0.1
## 856    18869 22.9               167    82              2.74         81      0.3
## 857       56 62.4                33    91             15.60         96      0.1
## 858        3 28.6                 0    98              4.38         97      0.1
## 859        2 62.3                 0    99                NA         99      0.1
## 860        0 45.9                 2    99              7.76         98      0.2
## 861      150 14.4                80    86              5.70          9     25.1
## 862       20 16.9                58    92              1.70         91     16.9
## 863        0 29.2                 6    89              9.80         91     18.2
## 864      876 55.3                49    96              8.32         93      0.1
## 865    25934 12.5               231    94              2.68         93      0.1
## 866        2 54.5                 1    97              8.99         92      0.1
## 867        0  2.3                 6    88              4.35         87      2.9
## 868      629 58.1                17    97              6.61         97      0.3
## 869        0 43.8                 0    93              5.47         84      0.7
## 870     3188 55.3                 1    91              7.42         91      0.1
## 871        0 58.2                 1    98              5.95         97      0.1
## 872      112 55.0                24    95              5.29         95      0.1
## 873        0 29.9                42    93              6.31         93     13.3
## 874        0  6.5                 1    99              7.33         99      0.1
## 875     1574  2.2               135    88              3.97         85      6.4
## 876        0 24.8                 5    95              6.24         96      1.8
## 877       50 29.0                 2    62              5.45         62      4.3
## 878      199 47.0                 2    89              8.72         84      0.1
## 879      786 25.2                39    74              4.59         78      1.1
## 880        0 62.0                 0    79              8.58         75      0.1
## 881        1 59.3                 1    99              8.10         99      0.1
## 882        0 62.7                 0    99                NA         99      0.1
## 883    24457 17.5               215     8              2.53         71      0.1
## 884        0 44.2                 4    95              6.41         95      0.1
## 885     1190 23.0                 4     3              4.00         24      8.2
## 886    17298 22.4                82    49                NA         41      0.8
## 887     8419 25.6               148    86              2.93         85      0.3
## 888        0 37.9                 0     9              6.33         74      0.1
## 889        0 21.1                 0     9              1.28         92      1.5
## 890      784 14.5                36    88             11.49         92      3.8
## 891       63  3.3                 3    44              3.26         45     11.1
## 892        0 49.0                 0    74              7.14         73      1.6
## 893     2366 12.6               392    55              4.26         32      4.9
## 894        0 26.2                18    99                NA         64      0.1
## 895      321 23.5                 4     3              3.73          3      5.7
## 896     4165 21.7                16    98              3.51         98      0.5
## 897       17 23.2                28    89              4.51         92      0.3
## 898       15 52.8                 1    89              8.13         89      0.1
## 899        0 59.9                 1    99              7.51         99      0.1
## 900        0  5.9                 1    96              1.61         93      0.1
## 901        0 24.2                 2    92                NA         91      0.8
## 902       31 21.2                42    81             13.13         84      1.7
## 903       53 38.0                 4    98              5.82         98      0.1
## 904        0 39.3                 0     9              4.82         88      0.7
## 905       92 47.9                58    69              8.61         69      8.5
## 906        0 33.5                12    79              5.89         84      0.3
## 907        0 42.9                 0    99              3.91         99      0.4
## 908      143 16.6                59    88              9.31         87     19.3
## 909     4248 18.4               461    65              2.56         65      0.1
## 910        5 57.9                 1    83              1.86         83      0.1
## 911       16 35.6                 5    99              4.68         99      0.1
## 912       20 24.3                20    88                NA         88      1.0
## 913       55 14.7                 9    91              3.29         91      1.3
## 914        0 21.7                 0    92              1.21         92      1.4
## 915        0 48.1                 1    94              4.87         92      0.9
## 916       77 13.7                91    83              6.45         79      2.5
## 917       26 52.3                 9    83              3.28          8      0.1
## 918        0 37.9                 0    88              4.56         86      0.1
## 919        0 43.8                 0    99              3.72         99      0.4
## 920       57 48.6                79    99              8.36         99      0.1
## 921        0 61.5                38    99              6.21         99      0.1
## 922     4347 16.4               221     7              5.77         69      1.2
## 923       18  4.5                 2    98              6.18         98      0.1
## 924       65 15.5               115    75              4.45         73     14.5
## 925       21 57.0                 4    95              9.50         95      0.1
## 926        3 32.4                 8    99                NA         93      0.1
## 927       63 52.2                 1    95              8.90         95      0.1
## 928    15754  2.7                45     8              4.41         83      6.8
## 929        4 16.6                 2    82              1.29         82      0.1
## 930        0 65.6                 4    99                NA         99      0.1
## 931        0  2.2                 4     5              1.63         39      4.9
## 932        0 51.2                10    95              5.96         94      0.1
## 933    17745 17.6               194    75                NA         77      0.6
## 934        0 46.2                 0    93              5.71         93      0.2
## 935       39 45.7                75    77              7.75         79     23.5
## 936        2 21.5                 0     9              4.81          9      0.8
## 937    51780 11.8              2400    58              4.50         59      0.3
## 938    13822 17.5              1300    82              4.53         83      0.2
## 939       31 44.9                 2    95              5.58         96      0.1
## 940     5729 29.8                 4    95              3.74         95      0.1
## 941        0  5.7                 1    94              4.55         93      0.1
## 942        0 72.7                 0    84              4.59         82      0.1
## 943       87 47.6                 1    98              8.24         98      0.1
## 944       10 52.5                 0    65              5.20         64      0.1
## 945    62233 15.0                60    65              4.81         66      0.7
## 946    20359 52.7                 1    99                NA         99      0.1
## 947      129   NA                95    85              8.17         86      0.3
## 948      431 56.2                 1    91                NA         94      0.1
## 949     1379  2.4                20    54              6.41         42      3.1
## 950        0 42.4                 0    99              5.76         99      0.1
## 951    36711 13.5              2000    65              4.28         65      0.3
## 952        0 48.6                13    94              6.33         96      0.4
## 953    28898 17.7               124    67              6.39         85     15.3
## 954     2583 27.9                12    99              3.81         99      0.2
## 955       14 52.4                 5    98              4.57         98      0.1
## 956        0 54.1                 2    93              6.70         92      0.3
## 957        0 57.7                 0    94              7.10         94      0.1
## 958      245 58.6                64    93              5.29         93      0.1
## 959     3890 54.0                 3    93              4.57         93      0.1
## 960        0 25.9                 7    84              6.91         84     32.5
## 961     1594 15.7                80    49              3.32          4      5.1
## 962        0 41.0                 0    99              3.64         99      0.7
## 963       23 57.2                47    98              5.83         98      0.1
## 964      405 59.4                63    97              5.46         97      0.1
## 965       18 56.1                24    95              6.14         95      0.1
## 966      334 33.4                 4    97              3.47         97      0.1
## 967        0 45.7                 0    97              5.39         98      0.2
## 968       12 23.8                85    58              6.21         74      4.1
## 969      115 22.0                83    49                NA         45      0.8
## 970        0 62.6                 0    99              7.43         98      0.2
## 971        1  3.5                 4    97              5.73         97     37.2
## 972     1296 14.2               118    58              8.70         58      0.1
## 973      492 55.8                39    74              3.82         74      0.1
## 974        0 49.9                 1    87             12.49         85      0.1
## 975        0  5.4                 1    98              4.21         98      0.1
## 976     3893 24.6                14    98              3.56         98      0.4
## 977      267 19.3               108    75              5.25         75     14.1
## 978      420 23.0                62    84              4.64         84      2.9
## 979        4 24.5                10    72              2.29         74      3.8
## 980     5039 23.6                12    68              4.70          7      1.3
## 981        0 46.4                 4    87              6.11         86      0.3
## 982     4235 15.6               243    69              6.86         61      1.7
## 983        4 66.2                 0    91              5.66         89      0.1
## 984        0 46.3                 0    98              5.81         97      0.3
## 985      926 16.2                 0    98              5.78         98      0.1
## 986        0 18.3                 4    41              2.73         34      1.9
## 987        4 33.0                13    82              5.70         86      0.3
## 988      641 25.5                59    94              5.33         94      1.9
## 989      290 23.2                85    74              6.86         73      1.6
## 990      153 18.0                13    76              2.75         74      0.3
## 991        3 44.9                 0    67              3.87         68      0.1
## 992        0 34.4                 1    91              4.40         91      1.2
## 993      153 26.3                 6    87                NA         87      3.2
## 994        0 24.3                 6    87              5.96         87      5.3
## 995     9983 22.9                82    47                NA         42      0.8
## 996       30  6.4                 0    97              7.13         97      0.1
## 997    11304 14.7               120    77              4.62          8     16.9
## 998     2861 16.2               106    63              9.42         63      0.1
## 999        3 62.8                36    87              6.30         87      0.1
## 1000     127 18.0                 8    94              3.34         94      0.4
## 1001      31 19.1                42    87              5.68         87      0.7
## 1002  182485 16.9               329     6              3.14          6      2.0
## 1003    1536 23.7                71    88              4.46         88      0.1
## 1004       1 39.4                 8    66              3.85         83      0.1
## 1005     190 16.4                30    83              6.43         82      0.2
## 1006       0 55.3                 0    99              9.15         99      0.1
## 1007       0 37.7                 0    97              6.62         97      0.1
## 1008    1455 51.7                24    99              5.41         99      0.1
## 1009      37 54.2                 0    96              3.61         95      0.1
## 1010     436 21.3                 4    55              2.31         42      6.3
## 1011       0 74.3                 0    58              7.22         63      0.1
## 1012     120 21.4                21    83              5.37         83      3.8
## 1013     289 17.7               121    97              2.82         97      0.1
## 1014      11 24.5                 0    98                NA         99      0.5
## 1015       0 46.4                 3    85              9.10         89      0.1
## 1016       0 56.3                 1    93              7.18         95      0.1
## 1017       0  6.7                 0    97              7.43         96      0.1
## 1018    1089 21.7                40    84              1.32         86      1.6
## 1019     370 57.7                 1    94              9.72         94      0.1
## 1020      75 19.5                18    98              7.68         98      0.7
## 1021       0  7.8                 0    88              5.82         87      0.1
## 1022     164  5.6                 6    96              5.54         93      0.1
## 1023     817 54.8                 8    99              5.59         99      0.7
## 1024    3511 14.9               270    63              4.28         54      2.4
## 1025       7 35.7                47    78              5.12         78      0.1
## 1026       0  6.7                 1    95              8.78         95      0.1
## 1027       0 62.1                10    87                NA         87      0.1
## 1028       0 51.7                 0    65              3.92         64      0.1
## 1029       0 32.4                10    99              4.12         99      0.1
## 1030     853 35.2                 3    96              5.64         95      6.2
## 1031      19 53.6                 0    97              9.10         96      0.1
## 1032       0 46.5                20    67              9.88         67      0.8
## 1033       0 48.2                 0    66              3.90         66      0.1
## 1034      13 29.1                 0    96              4.24         97      0.1
## 1035    6368 22.6                74    78              4.37         79      0.1
## 1036     577 23.7                20    85              5.25         87      1.0
## 1037      59 57.4                 3    98              2.63         98      0.1
## 1038       9 18.7                31    94                NA         94      0.7
## 1039      18 44.8                 9    95              3.61         95      0.1
## 1040       1  4.0                 8    98              4.30         97      0.1
## 1041     341 21.5                39    82              4.55         82      2.0
## 1042       0 35.3                12    87              5.58         86      0.3
## 1043    2613  2.4               863    54              4.47         42      5.2
## 1044       0 54.9                10    78              5.47         88      0.1
## 1045    1668 21.9               126     9              5.72         92      2.4
## 1046    3712  2.7                14     5              2.61          5      6.8
## 1047       0 59.3                10    74              5.40         78      0.1
## 1048     687 46.5                 2    97              6.65         95      0.1
## 1049      37 29.4                 2    68              6.22         68      4.2
## 1050       0 39.0                 0    91              6.20         91      0.2
## 1051     198 18.6                 7    95                NA         95      0.4
## 1052       0 39.4                 0    98              5.89         97      0.1
## 1053       0 51.6                 0    98              5.63         99      0.1
## 1054     217  1.9                36    96              5.90         96      0.2
## 1055       0 22.1                 4    59              3.84         44      7.2
## 1056    3138 31.8                 4    83              7.89         83      6.2
## 1057       3 55.4                 0    92              7.61         93      0.1
## 1058       0 43.2                 0    99              4.69         99      0.1
## 1059       2 23.3                11    77              2.90         79      4.3
## 1060     217 51.8                23    92              4.20         93      0.1
## 1061    1660 12.3               404    55              4.36          3      5.0
## 1062      22 14.5               155    59              9.36         64      8.7
## 1063       9 22.2                84    79              6.98         79      4.1
## 1064    2392 54.7                12    81              4.93         65      0.1
## 1065       0 59.7                 0    98              7.53         98      0.1
## 1066      38 51.2                 2    98              6.53         95      0.1
## 1067     210  2.5                39    73              4.73          7      2.1
## 1068     119 19.7                 6    87              4.22         87      2.7
## 1069       6 55.8                 0    95              6.19         95      0.1
## 1070       0  3.2                 4    83              7.15         83     11.7
## 1071       0 43.6                11    83              3.38         87      0.3
## 1072    1684 54.8                65    98              4.95         98      0.1
## 1073   31458 15.9              1600    76              4.28         79      0.2
## 1074    2248  5.8                25    95              5.48         95      0.1
## 1075       0 57.1                 1    98              7.47         99      0.1
## 1076    2297  1.4                37    96              4.84         99      0.2
## 1077    2152 19.8                14    32              2.44         31      7.6
## 1078       3 16.1                 1     9              4.41         89      0.3
## 1079      59 42.0                 8    98              2.16         98      0.1
## 1080       0 23.5                 6    97              5.85         98      2.7
## 1081      33 18.5                 4    98              3.44         98      0.1
## 1082       0 26.0                 5    96              6.49         97      1.6
## 1083       0  3.1                 0    99              3.91         99      0.1
## 1084     320 61.8                 2    98              4.30         98      0.1
## 1085       0  6.2                 0    99              4.16         99      0.1
## 1086       9 38.1                 9    94              3.87         95      0.1
## 1087   15033 16.7                35    96              7.70         95      0.1
## 1088   31584 14.3               124    43              6.55         39      1.6
## 1089      77 53.1                 4    98              5.50         98      0.1
## 1090       0 25.4                 5    98              6.12         98      1.4
## 1091       0 23.4                 0    97              1.40         97      1.6
## 1092    2359 16.9                27    92              6.73         92      0.2
## 1093       6 19.5                 1    93              6.30         93      0.4
## 1094    3585   NA                85    93                NA         93      0.3
## 1095       0 31.2                66    74              4.14         74      0.1
## 1096    1519 18.7                44    73              5.40         73      0.7
## 1097       0 58.0                 6    74              7.80         71      0.3
## 1098       0 44.4                 0    98              4.40         98      0.6
## 1099       0 31.8                 8    99                NA         93      0.1
## 1100       0 51.8                 0    93              8.57         92      0.1
## 1101   24789 17.9                49    49              4.98         52      0.6
## 1102       0 48.6                 7    99                NA         99      0.1
## 1103       0 28.5                 0    96              8.60         96      0.5
## 1104      71 59.7                 2    95              6.62         99      0.1
## 1105     100 24.4                89    81              4.76         82      7.0
## 1106       0 54.4                 0    91              5.21         99      0.1
## 1107       0 56.3                 1    81              8.90          8      0.1
## 1108       2 46.1               100    99              6.94         99      0.1
## 1109    7878 17.6               103    82              7.47         78      4.0
## 1110       0 19.8                82    35                NA         35      0.9
## 1111       2 28.3                 6    87              8.47         88     30.0
## 1112    1196 16.8               155     4              4.41          4      2.4
## 1113       0 56.5                11     8              4.69         87      0.1
## 1114       1 58.6                 4    98              8.80         98      0.1
## 1115     193 56.9                 2    94              5.83         94      0.1
## 1116       0  5.2                 4    97              8.72         97      0.3
## 1117       3 34.1                12    76              5.70         83      0.3
## 1118      78 17.3                14    67              3.77         67      0.2
## 1119       0 26.8                 0    99              4.24         99      0.4
## 1120     264 13.9                22    82              5.84         82      1.4
## 1121     801 16.9                99    71              6.98         71      1.1
## 1122       0 59.1                 1    94              7.90         95      0.1
## 1123       0 13.0                40    72              4.96         81      5.3
## 1124       0 47.0                 0    96              5.85         96      0.2
## 1125       7 28.0                 0    97              4.47         97      0.1
## 1126     176 21.0                39    76              4.75         74      2.0
## 1127       1 56.3                 0    95              5.16         95      0.1
## 1128       0 42.8                 5    85              5.39         83      0.4
## 1129       0  2.5                 4    52              2.13          4      5.3
## 1130    1317 58.5                39    67              5.54         64      0.1
## 1131     928 22.0                39    77              4.20         75      1.8
## 1132       0 45.7                13    69              4.94         72      1.0
## 1133       0 42.0                 0    99              4.34         99      0.1
## 1134     827 44.2                 8    78              7.92         77      0.1
## 1135       0 22.2                 0    94             11.12         94      1.6
## 1136     834 52.7                23    99              5.67         99      0.1
## 1137   44934 16.5               330    52              3.34         54      2.1
## 1138    1224 18.5                89    56              5.90         67      0.6
## 1139       0 21.6                 2    82              5.82         74      0.1
## 1140       0 25.3                 0    88              3.78         88      0.1
## 1141       0 49.4                 3    99              6.82         98      0.2
## 1142       0 22.8                 6    96              5.95         96      3.0
## 1143       0 22.2                 6    94              5.76         95      3.1
## 1144   17620 38.9                14    54              7.69         61      1.4
## 1145      10 18.1                53    65              3.14          6      2.8
## 1146      37 63.1                33    92             15.14         96      0.1
## 1147       0  4.5                 0    99              5.50         99      0.1
## 1148       0 43.5                 6    94              7.63         95      0.8
## 1149    4211 15.3                18    91              5.55         91      0.7
## 1150    3013 17.2                97    68              7.87         68      0.1
## 1151      15 28.1                 3    44              2.89         45      9.5
## 1152     164 52.3                72    98              5.41         98      0.1
## 1153       0  5.2                15    93              4.60         93      0.3
## 1154       0 43.5                 4    98              6.43         98      0.2
## 1155       1 37.4                12    97              5.98         96      0.2
## 1156    1123 16.0                35    93              7.17         59      0.1
## 1157       3  6.8                39    97              6.40         97      0.1
## 1158      11 61.9                 0    93              6.55         93      0.1
## 1159     777 26.9                 0    99              4.15         99      0.1
## 1160    1810 13.8                17    52              4.91         49      0.1
## 1161     843  6.5                15    97                NA         97      0.1
## 1162     637 24.6                39    73              4.59         77      1.2
## 1163       0 62.4                 4    98              8.39         98      0.1
## 1164       2 19.0                42    71              3.46          7      0.4
## 1165     262 26.5                 4    82              6.52         79     24.7
## 1166       7  2.2                83    26                NA         26      0.9
## 1167       0 67.4                 0    85              5.10         86      0.1
## 1168       0 52.0                17    93              6.25         93      0.1
## 1169     113 44.1                 9    71              5.59         72      2.5
## 1170     376 13.3                10    95              3.50         93      1.9
## 1171     122 35.2                 3    77              3.98         79      3.7
## 1172       0 53.5                 0    NA              8.33         NA      0.1
## 1173       1 52.1                 0    98              5.82         99      0.1
## 1174   10315  2.2                19    97              3.70         96      0.7
## 1175       0 49.3                13    84              6.30         85      0.4
## 1176     766 15.1               118    83              4.54         84     15.7
## 1177       1 44.5               118    99              7.19         98      0.1
## 1178    1156 16.4                16    88              5.95         89      0.5
## 1179       0 48.4                 0    99              5.13         99      0.2
## 1180       0 52.6                 8    85              4.41         82      1.2
## 1181       0 49.4                73    99              8.28         99      0.1
## 1182       1 16.2                61    99              8.99         99     21.1
## 1183      32 19.1                 6    86              3.75         87      2.5
## 1184       0 57.0                 0    86              5.96         86      0.4
## 1185       0 58.7                 1    98              6.90         96      0.1
## 1186      26 18.0                50    97             11.67         97     11.2
## 1187       3 59.3                31    96              6.40         96      0.1
## 1188    7823 55.1                46    78              5.36         78      0.1
## 1189     139 48.2                20    83              5.67         81      0.1
## 1190       0  6.9                 0    93              6.67         93      0.1
## 1191      94 44.4                10    95              3.47         95      0.1
## 1192       0 54.2                 0    NA              8.91         NA      0.1
## 1193   30930 16.8                72    85              7.16         85     18.7
## 1194    2801  2.1               459    75              3.35         75      0.1
## 1195       0 43.5                 1    99              4.86         99      2.3
## 1196    1978 11.8                35    94              5.56         94      0.2
## 1197       0 14.7                 3    79              0.74         79      0.1
## 1198    1339 18.7                 4    43              1.78         35      2.3
## 1199     262 52.5                27    99              7.63         99      0.1
## 1200      21 29.4                 4    81              6.99         86     15.2
## 1201       8 58.2                 2    98              2.40         98      0.1
## 1202       0 27.5                 0    99              4.83         99      0.4
## 1203     262  2.1                39    74              4.56         72      2.1
## 1204    7408 16.9                58    52              3.65          5      3.0
## 1205    3312 16.7               114    82              9.90         82      6.8
## 1206     349 63.7                22    97              5.24         97      0.1
## 1207     120 56.0                 3    99              6.17         99      0.1
## 1208     525   NA                40     5              2.62         45      3.6
## 1209       0 44.5                 0    99              7.58         99      0.1
## 1210     210 22.1                22    47              4.20         47      4.5
## 1211       0 48.5                 8    99              4.13         98      0.1
## 1212       0 59.5                 0    99              4.60         99      0.1
## 1213    2183 15.4               114    46              7.15         45      1.6
## 1214       0 35.2                 1    96              5.00         96      2.0
## 1215     998 26.7                41     7              6.52         68     36.7
## 1216    2362 18.6               145    91              6.86          9      9.4
## 1217       1 27.9                 6    88              7.12         89     34.1
## 1218      32 23.8                27    85              4.66         89      0.3
## 1219       0  6.9                 2    98              4.77         98      0.1
## 1220    2676 37.9                45    69              5.40         69      0.1
## 1221    3173 23.3                81    47                NA         42      0.8
## 1222      17 12.3                35    92              6.90         92      0.2
## 1223       0 72.0                 0    45              5.40         49      0.1
## 1224       0 51.1                 1    99              5.50         99      0.1
## 1225      10 53.3                 1    96              4.55         95      0.1
## 1226     183 28.2                 2    46              5.75         46      4.1
## 1227      11 22.6                89    76              5.87         77      5.8
## 1228      41 61.7                33     9             14.55         94      0.1
## 1229       6 54.0                14    88              9.21         83      0.1
## 1230       0 55.8                 7    85              4.26         85      0.4
## 1231    3344 15.4               237    72              1.98         75      0.1
## 1232      21 17.3                56    93              1.18         93     14.9
## 1233     394 32.5                 4    97              3.61         97      0.1
## 1234       0 51.5                 6    97              6.40         94      0.1
## 1235      22 52.0                 1    88              1.50         92      0.1
## 1236       0 68.9                 0    26              4.45         55      0.1
## 1237      12 47.2                13     8              4.78         79      0.8
## 1238       0 31.8                 0    98              4.76         98      0.1
## 1239   52852 24.1               773    46              3.70         46      3.9
## 1240       2 36.5                 5    99              5.43         98      0.1
## 1241       0 41.1                 0     9              6.47          9      0.2
## 1242       5 59.7                 0    95              6.92         95      0.1
## 1243       0 47.9                 9    92              5.86         96      0.3
## 1244     863 38.7                26    98              5.81         96      0.3
## 1245       0 53.5                 7    84              9.16         83      0.1
## 1246       0 59.4                 0    95              7.80         95      0.1
## 1247       0 56.7                 0    95              6.60         95      0.1
## 1248   90387 18.7              1100    86                NA         87      0.2
## 1249    3571 18.2                75    33                NA         33      0.8
## 1250       1 62.2                 9    92              4.79         94      0.1
## 1251       2  6.1                 4    98              8.78         97      0.1
## 1252      40 39.0                 4    94              6.87         94      0.1
## 1253    2395 19.5                86    97              5.23         96      3.4
## 1254   12074 13.4                47     8              5.82          8      0.2
## 1255      64 61.7                 0    97              5.69         97      0.1
## 1256   88381  2.6               314    74              3.89         74      1.2
## 1257    5043 53.9                 4    97              5.47         97      0.1
## 1258       1 58.4                 0    93              5.83         94      0.1
## 1259       0 31.8                32    88                NA         87      6.2
## 1260       0 41.2                 7    92              8.29         92      1.4
## 1261     608 56.2                64    97              5.10         97      0.1
## 1262   30466 15.7               331     4              2.59         38      2.4
## 1263       0 61.2                 0    95                NA         95      0.1
## 1264      24 45.3                 9    99              3.70         99      0.1
## 1265    2724 45.7                30    93              4.44         96      0.1
## 1266     495 24.9                87    82              5.18         84      6.7
## 1267       0 58.2                10    76              3.98          5      0.1
## 1268      43 47.6                 0    87              7.90         85      0.1
## 1269      20 15.9               112    73              4.29         73     13.2
## 1270    1005 57.2                 6    98              6.36         98      0.7
## 1271       0 54.3                 0    94              4.85         94      0.1
## 1272    9960 21.0               848     6              4.00         53      5.0
## 1273      35 16.1                10    97              4.28         97      0.1
## 1274     801 46.0                11    85              5.12         83      0.1
## 1275      94 12.7                19    55              4.32         52      0.1
## 1276       3 22.1                 2    85              6.10         83      0.2
## 1277       0 55.1                 0    97              3.61         96      0.1
## 1278     201 55.1                 1    93              1.20         94      0.1
## 1279       0 47.4                19    95              4.60         94      0.4
## 1280       0  3.1                 0    95              8.35         95      0.2
## 1281    3849 16.9               483    68              2.61         65      0.1
## 1282   12008 19.4                80     3                NA          3      0.9
## 1283    3550 28.7                12    99                NA         92      0.1
## 1284     140 68.7                 0    76             13.71         77      0.1
## 1285     150 22.7                21    47                NA         47      4.4
## 1286    1205 39.8                 2    98              5.81         98      0.1
## 1287     633 53.4                 3    94              4.60         94      0.1
## 1288     510 37.2                45    77              5.17         76      0.1
## 1289       0 31.9                 3    78              2.86         81     10.0
## 1290      24 21.3                90    72              6.59         66      1.5
## 1291      76 56.3                 4    97              9.15         97      0.1
## 1292       0  4.9                 1    93              7.46         93      0.8
## 1293    3362 17.4                25     9              5.89          9      0.2
## 1294       0 44.9                14    72              4.18         67      1.1
## 1295     258 17.7               148    39              4.10         38      2.6
## 1296     771 17.7                93     4              6.66         75      0.7
## 1297       0 67.0                 0    83             13.76         84      0.1
## 1298       0 45.9                 5    97              8.84         97      0.5
## 1299       8 35.7                 3    96              5.25         95      5.5
## 1300       0 72.1                 0    74              1.60         79      0.1
## 1301       1 73.4                 0    62              5.20         64      0.1
## 1302      24  3.9                 2    88              7.72         88      3.5
## 1303       1 33.7                 3    96              4.71         96     13.4
## 1304     474 53.2                38    63              3.00         59      0.1
## 1305       1 22.6                 2    85              7.11         86      0.8
## 1306      99 18.5                51    59              2.82         59      2.7
## 1307      34 48.7                 1    98              1.63         97      0.1
## 1308       1 56.7                 3    98              2.51         98      0.1
## 1309     232 17.0               106    67              6.25         63      2.2
## 1310   21002 14.4               121     8              4.68         82     18.1
## 1311       0 46.7                 1    92                NA         95      0.3
## 1312       1 56.1                 1    99              7.60         99      0.1
## 1313     179  3.8                 6    93             11.14         95      9.0
## 1314    1370 24.7               442    72              2.61         72      0.1
## 1315       0 51.1                64    99              8.65         99      0.1
## 1316       0  5.5                 0    99                NA         98      0.1
## 1317       0 43.0                19    99              6.32         99      0.1
## 1318     131  2.7                19    51              5.43         39      3.1
## 1319       0 49.4                 1    98              6.70         95      0.1
## 1320       9 22.8                41    78              4.99         86      4.3
## 1321     649 17.5                48    38             11.83         38      1.5
## 1322     124 28.0                54    93              3.56         98      0.8
## 1323       3 59.2                11    97              7.63         94      0.1
## 1324       0 53.3                 0    85              5.92         85      1.2
## 1325    7587 55.4                 7    99              6.25         99      0.9
## 1326    1686 22.7                 3    99              3.50         99      0.1
## 1327       1 56.4                 1    97              9.90         95      0.1
## 1328     196 23.8                91    78              4.69         81      7.2
## 1329   21893 23.8               161    81              2.71         81      0.3
## 1330     226 18.2                78    46              3.42         39      3.1
## 1331       0 68.8                 0    88              9.00         85      0.1
## 1332       1 61.5                 1    96              6.61         95      0.1
## 1333       0 44.0                 0    91              5.78         92      0.4
## 1334   12461 18.2               324    64              4.46         65      1.8
## 1335       0 45.6                 3    81              9.14         85      0.1
## 1336    3825 16.0               229    77              2.23         76      0.1
## 1337      17  6.8                 0    96              6.90         98      0.1
## 1338       0  6.1                 1    94              8.17         94      0.1
## 1339       0 12.6                 4    38              3.89         54      0.1
## 1340    1415 14.9                38    82              5.84         82      0.2
## 1341       0 42.2                 0    96              7.43         96      0.1
## 1342      19  5.4                 9    83              3.40         79      0.1
## 1343       0 53.2                 3    99              9.40         98      0.1
## 1344    1868 37.4                 4    97              4.10         97      0.1
## 1345       0 51.8                 0    84              6.22         84      0.6
## 1346       0  7.1                 0    89              5.61         88      0.1
## 1347    1218 18.4                91    89              4.17         88      5.0
## 1348     912 19.2                 2    67              4.32         68      0.1
## 1349       0 38.4                 0    91              6.10          9      0.2
## 1350       0 72.9                 0     6              5.80         65      0.1
## 1351       0  3.8                36    95              6.88         95      6.8
## 1352       0 59.4                 0    93              6.38         93      0.1
## 1353       0 45.1                 8    74              5.79         82      2.4
## 1354       0 67.0                 0    85              5.30         84      0.1
## 1355      21 19.2                 4    97              3.37         97      0.1
## 1356       0 45.4                 1    97              4.80         98      2.3
## 1357       0 61.3                 0    96              6.93         97      0.1
## 1358   20422 19.7               194    78              2.91         72      0.1
## 1359    2771 55.3                 3    97              3.46         97      0.1
## 1360       1 46.7                21    82              5.91         79      0.1
## 1361       0 65.5                 0    91              4.75         91      0.1
## 1362      15 46.5                 1    99              3.80         99      0.1
## 1363     504 26.6                79     8              3.96         82      4.9
## 1364       1 55.7                 0    97              6.17         97      0.1
## 1365       2 44.3                10     9              3.86         89      0.3
## 1366       4 26.1                12    73              3.23         74      1.3
## 1367      11 19.8                25    45              3.58         42      7.3
## 1368    1568 23.4                 3    99                NA         99      0.1
## 1369       0 58.3                 1    96             11.15         96      0.1
## 1370      73 13.5               342    54              4.23          4      4.1
## 1371       0 61.5                 0    85              7.88         85      0.1
## 1372     460 13.1                10    92              4.20          9      1.9
## 1373       0 38.4                 0    89              4.49         92      0.6
## 1374       0 45.5                 0    98              7.92         92      0.1
## 1375     189 46.8                10    84              4.48         81      0.1
## 1376       8 43.9                18    99              5.84         99      0.1
## 1377      98 19.6                94    74              6.74         74      1.6
## 1378       0 22.6                 0    92              5.17         91      0.8
## 1379     750 14.7                36    96              6.20         95      0.1
## 1380       1 45.4                24    93              4.83         98      0.5
## 1381     457 46.8                 1    98              7.00         97      0.1
##               GDP    Population thinness..1.19.years thinness.5.9.years
## 1     1476.478870   34385963.00                   NA                 NA
## 2      951.889453  157571292.00                 18.3               18.8
## 3     2178.383250     855646.00                  2.2                2.1
## 4      595.636832    1367566.00                  9.4                9.3
## 5     1361.113950   27582821.00                  6.2                6.1
## 6     2327.583240     747869.00                  5.7                5.5
## 7     4896.583835     182933.00                  1.5                1.4
## 8      186.765380    2393831.00                  7.3                7.2
## 9     1424.483611      11247.00                  0.1                0.1
## 10             NA            NA                 15.6               16.3
## 11     189.387852    6447688.00                  4.0                4.0
## 12   16348.531210    2177322.00                  2.3                2.4
## 13       8.376432       1254.00                  7.2                7.2
## 14    3392.647430        135.00                  0.1                0.1
## 15    3221.678128    1764652.00                  1.1                9.9
## 16             NA            NA                 13.7               13.5
## 17    8396.253230    1129552.00                  2.1                2.1
## 18             NA            NA                  2.3                2.4
## 19             NA   18734987.00                  6.3                6.1
## 20    5488.131712     231652.00                  9.0                8.9
## 21    1682.957924      58782.00                  1.8                1.8
## 22             NA            NA                  1.2                1.1
## 23             NA            NA                  2.5                2.5
## 24   16462.485560            NA                  3.9                3.9
## 25     336.874200    2656864.00                  2.0                1.9
## 26     349.993725    5534598.00                  8.6                8.5
## 27    8958.788593   19815481.00                  2.5                2.7
## 28     274.249442   42724163.00                  2.4                2.2
## 29    4463.675893    2468873.00                  9.3                9.1
## 30             NA            NA                  9.5                9.3
## 31    2178.921383     727641.00                 16.6               17.3
## 32     825.942785      94682.00                  7.6                7.5
## 33      63.636279     191897.00                  1.2                1.1
## 34    3935.183343      34376.00                  6.0                5.9
## 35   15543.676530   14356911.00                  2.3                2.3
## 36             NA            NA                  1.4                1.2
## 37    4117.388530     332496.00                  1.7                1.6
## 38    1437.634951     172927.00                  9.0                9.2
## 39     229.714718      99789.00                  0.1                0.1
## 40     444.765750     129432.00                  9.0                9.0
## 41    1391.772325    8789419.00                  1.0                9.7
## 42     486.411140     449416.00                  8.7                8.6
## 43     198.728544    2364851.00                 19.7               19.9
## 44             NA            NA                  3.4                3.6
## 45     957.287441   79665315.00                  1.0                9.7
## 46     174.915110     912164.00                  5.6                5.4
## 47     875.412178      18655.00                 15.3               15.5
## 48     466.947750      88936.00                  3.9                3.9
## 49    2716.352560     745693.00                  5.6                5.4
## 50      27.564826    6295821.00                  9.4                9.7
## 51             NA            NA                  1.4                1.5
## 52             NA            NA                  4.3                4.3
## 53     322.811171    9137345.00                  9.9                9.9
## 54             NA            NA                  5.8                5.5
## 55     168.648254     326123.00                  8.3                8.3
## 56       3.685949   12152354.00                 11.6               11.9
## 57             NA            NA                  3.2                3.4
## 58    3944.178173      75881.00                  5.5                5.3
## 59             NA            NA                  2.5                2.5
## 60     554.487660    1291533.00                  7.3                7.3
## 61   15687.347950      89949.00                  5.7                6.1
## 62             NA            NA                  7.6                7.3
## 63     426.985370            NA                  6.6                6.4
## 64     773.869871   11251266.00                 11.4               11.3
## 65    1166.663370    6947447.00                  1.4                1.3
## 66    1214.399870        846.00                  5.9                6.3
## 67    3577.176197     694611.00                  1.2                1.1
## 68    3725.632210       3875.00                  2.6                2.8
## 69             NA            NA                  8.8                8.5
## 70     362.421379   12853124.00                 11.6               11.7
## 71     359.992184     647117.00                  2.1                2.1
## 72     495.294791    8947243.00                  2.8                2.9
## 73   14166.499800    3385624.00                  1.5                1.5
## 74     359.822230     183526.00                  0.2                0.2
## 75    4219.651230      19757.00                  0.2                0.1
## 76    8818.982566      55328.00                  3.5                3.5
## 77     499.863300  144654143.00                 21.8               22.2
## 78     643.951373   49479752.00                 13.2               13.4
## 79    1349.971440   47236259.00                  7.8                7.6
## 80     276.588512       3978.00                  2.6                2.8
## 81    3174.949100         43.00                  2.6                2.8
## 82    1324.996228       1893.00                  8.6                8.8
## 83     119.743286   14261494.00                 12.6               12.6
## 84             NA            NA                  0.8                0.6
## 85     219.782326   47624894.00                 13.3               13.6
## 86     439.357292    1239196.00                  1.1                1.0
## 87    1577.457182   18294611.00                  6.5                6.3
## 88             NA            NA                  0.8                0.7
## 89    3288.257373      29228.00                 13.7               13.7
## 90    5623.379566    1946351.00                  8.8                8.6
## 91     454.366654   12777511.00                  9.4                9.4
## 92     354.818600   15228525.00                 11.2               11.0
## 93   12595.416500     134681.00                  2.1                2.2
## 94    2358.936290   64554952.00                  9.1                9.3
## 95    1126.462120     166913.00                  6.5                6.4
## 96    2774.955860   21574326.00                  3.5                4.0
## 97    2213.914880    9699197.00                  6.6                6.5
## 98    2284.378580        146.00                  0.1                0.1
## 99             NA            NA                  4.9                4.9
## 100            NA            NA                  5.3                5.3
## 101   9667.975700    2218357.00                  2.4                2.5
## 102   2832.188893            NA                  3.6                3.4
## 103    322.992615       2271.00                 15.3               15.3
## 104    278.555732    1626932.00                  8.6                8.5
## 105  13134.436700    3969249.00                  1.9                1.8
## 106   5814.863134     686576.00                  7.7                7.7
## 107    157.145691    5795494.00                  2.3                2.2
## 108   1311.741714     737343.00                  2.5                2.4
## 109      1.681350     813526.00                  1.0                9.7
## 110    139.314773    4564297.00                  1.3                1.4
## 111   6871.897677    3321245.00                  1.8                1.7
## 112    234.289920      48795.00                  8.3                8.3
## 113     52.348565   11281469.00                  7.8                7.8
## 114     47.733254   19996469.00                  7.8                7.7
## 115   3394.878000     267711.00                  2.0                1.8
## 116    332.344351   12654621.00                  1.7                1.3
## 117   3992.867170    8413464.00                  3.9                3.9
## 118   2327.326700  158578261.00                 11.3               11.2
## 119   4647.313590     954353.00                  3.4                3.4
## 120    415.689323    2569121.00                  7.7                7.6
## 121   4274.952650   14447562.00                  1.3                1.2
## 122            NA            NA                  3.2                3.3
## 123            NA            NA                  1.6                1.5
## 124    916.899251   39148416.00                  8.3                8.2
## 125   1637.456700     161468.00                  9.4                9.6
## 126            NA            NA                  8.5                8.2
## 127  13167.472890  198686688.00                  2.9                2.8
## 128    793.452430     894476.00                  7.9                7.8
## 129   3556.561825      26226.00                  3.7                3.6
## 130   4718.512910     668583.00                  5.1                5.0
## 131   6479.625659   54146734.74                  4.9                5.9
## 132   5237.255334     795383.00                  2.0                2.0
## 133            NA            NA                  8.7                8.3
## 134   6532.651000     229197.00                  6.4                6.1
## 135     13.154199   12383446.00                  7.0                6.9
## 136   4274.376857       3776.00                  2.7                2.8
## 137    727.777345    1444844.00                  7.1                6.9
## 138   1194.591370    5243669.00                 12.8               13.0
## 139   7145.628494            NA                  5.7                5.5
## 140    394.467675    4935762.00                  3.2                3.3
## 141   1532.229240     212647.00                  2.2                2.2
## 142    436.689554    1556524.00                  8.4                8.4
## 143    174.514750    4754641.00                  3.4                3.4
## 144  12189.951600      87441.00                  5.7                6.1
## 145    716.821900    1435568.00                  1.9                1.8
## 146     42.764743    5997385.00                  7.9                7.8
## 147    546.776852      26167.00                  3.2                3.2
## 148            NA            NA                  3.3                3.3
## 149   3735.144836   29894652.00                  5.4                5.1
## 150            NA            NA                  6.8                6.7
## 151   1117.777240     115676.00                 11.2               11.3
## 152            NA            NA                  0.2                0.2
## 153    547.358878   12222251.00                 11.0               11.2
## 154  14726.318280    1334515.00                  2.0                2.0
## 155   1536.156850     881185.00                  5.6                5.5
## 156   7937.259931    3643222.00                  2.0                1.9
## 157   1872.684160       4136.00                  2.7                2.9
## 158    369.239336     122843.00                  5.4                5.6
## 159            NA            NA                  5.2                5.2
## 160    458.465173     439737.00                  6.7                6.5
## 161   4163.659600     184339.00                  1.9                1.8
## 162            NA            NA                  3.6                3.6
## 163            NA            NA                  7.5                7.4
## 164   7853.335191    7223938.00                  1.9                1.9
## 165  11161.724410      18765.00                  2.0                2.0
## 166    637.361621    6161517.00                  1.5                1.4
## 167    188.783165    6524283.00                  2.8                2.7
## 168    197.294170     177662.00                  0.2                0.2
## 169    998.822667    2526446.00                  2.3                2.4
## 170            NA            NA                  5.1                5.2
## 171    477.738478   29435944.00                   NA                 NA
## 172     14.214412     817789.00                  3.6                3.7
## 173            NA            NA                  3.0                3.2
## 174   8214.185378    2882982.00                  3.2                3.6
## 175   2697.961375      22534.00                  1.5                1.5
## 176   1353.934819     193956.00                  1.7                1.6
## 177    159.981700   17544126.00                  2.4                2.5
## 178   5223.351763   15177355.00                  1.3                1.2
## 179            NA            NA                 13.9               13.8
## 180    223.837870    5714111.00                  3.9                3.8
## 181            NA            NA                  2.9                2.9
## 182   3465.221998    2712511.00                  1.9                1.8
## 183   2191.478567    3869346.00                  6.4                6.3
## 184   2422.816000     752967.00                 16.1               16.7
## 185            NA   23565413.00                  5.6                5.4
## 186    743.765349   28656282.00                 15.7               16.1
## 187            NA            NA                  0.2                0.2
## 188   1741.142552     686958.00                 17.3               18.1
## 189    297.828588     466648.00                  9.3                9.3
## 190    544.566526     583211.00                  7.6                7.6
## 191   2137.576852     312989.00                  3.0                3.1
## 192    519.958715            NA                  4.2                4.2
## 193  12976.636420   42539925.00                  1.0                0.9
## 194     28.196949     339281.00                  1.2                1.1
## 195   1352.837400            NA                  3.5                3.4
## 196    145.588610     751652.00                  5.8                5.6
## 197            NA     751642.00                   NA                 NA
## 198    236.911438    8818438.00                  6.9                7.1
## 199    158.527240     198964.00                  1.6                1.6
## 200    335.521375       2425.00                 15.3               15.2
## 201    153.575210        419.00                  2.8                2.9
## 202  12593.737400     393986.00                  1.9                1.8
## 203   6682.281158     619428.00                  2.0                2.0
## 204   1229.958000   14883626.00                  2.7                2.7
## 205    688.876856    1165151.00                  5.9                5.9
## 206   1672.569300   72326914.00                  4.9                4.7
## 207   1448.761100       1952.00                 15.4               15.5
## 208   1768.921320      46147.00                  8.9                8.9
## 209    691.317816    1252156.00                  7.1                7.0
## 210    139.312880   16364463.00                  2.7               21.1
## 211   2326.158560     896829.00                  2.1                2.1
## 212   1953.976700    1334788.00                  5.9                6.2
## 213   2579.193168    3788937.00                  1.2                1.0
## 214    114.560000     293756.00                  2.3                2.5
## 215    936.499911   71339185.00                  4.9                4.8
## 216    313.215980      45536.00                  9.9                9.9
## 217    445.174710    2318568.00                  9.8                9.6
## 218     46.757917   14137489.00                  2.1                2.7
## 219            NA    7787655.00                   NA                 NA
## 220   1751.595857    7872658.00                  2.3                2.3
## 221     29.652622      57554.00                  1.1                1.2
## 222    232.566157    1312712.00                 12.1               12.0
## 223   6771.414797   15484192.00                  2.4                2.5
## 224    272.563770    2589345.00                 19.2               19.3
## 225            NA            NA                  2.5                2.5
## 226   1644.816372      19668.00                 15.4               15.5
## 227            NA            NA                  7.7                7.8
## 228   1139.112330   13456417.00                  6.7                6.6
## 229   1191.961920       3612.00                  2.0                2.1
## 230    373.361116    2729431.00                 18.8               18.9
## 231   4516.246750     329192.00                  3.5                3.4
## 232    744.765742     446769.00                  1.3                1.3
## 233    583.544562     148841.00                  8.5                8.4
## 234   1948.812275    3179285.00                  6.5                6.4
## 235   1161.769350     124977.00                  1.9               11.1
## 236    199.583957      67389.00                  2.5                2.6
## 237   3129.224922    2839433.00                  5.4                5.1
## 238    127.367228       4245.00                  2.8                3.0
## 239    212.584798      83516.00                  2.2                2.2
## 240    348.482762     513979.00                  7.1                7.1
## 241    482.149940      43984.00                  8.9                8.8
## 242     14.142268    1756182.00                  2.2                2.7
## 243   3687.763767   15923559.00                  1.2                1.2
## 244   1393.261593    3717672.00                  8.5                8.3
## 245    292.559620   14668338.00                 11.4               11.3
## 246    713.635620    1486317.00                  7.1                7.0
## 247    179.371500   84678493.00                  1.0                9.7
## 248   4255.565710   14691275.00                  1.3                1.2
## 249    548.587312   12366165.00                  1.6                1.7
## 250   3491.595887  255131116.00                  1.4                1.2
## 251    757.695974    9199259.00                  7.8                7.6
## 252            NA            NA                  7.0                6.9
## 253   3674.617924     614261.00                  2.3                2.3
## 254   7199.596650   16995583.00                  1.8                1.8
## 255    325.678573   13558469.00                  7.8                7.8
## 256   5932.899677    7545338.00                  2.1                2.2
## 257            NA            NA                  1.5                1.5
## 258     43.823210     763393.00                  5.5                5.3
## 259            NA            NA                  1.5                1.4
## 260    295.966488      68235.00                  1.8                1.7
## 261    464.229758     279729.00                  1.7                1.5
## 262   1888.618290      47239.00                  3.6                3.6
## 263    778.545420     673252.00                  7.2                7.0
## 264            NA            NA                 13.6               13.4
## 265   5828.745662    2119376.00                  3.2                3.7
## 266    436.459223       5795.00                  3.2                3.3
## 267   4981.198619    3824876.00                  2.5                2.7
## 268   7174.237415      13772.00                  2.2                2.3
## 269   3695.793748    2785935.00                  8.3                8.2
## 270    121.158120    1612886.00                 17.9               18.3
## 271   3934.273250    1225258.00                  5.1                5.2
## 272    216.172747      82573.00                  7.6                7.7
## 273            NA            NA                  3.5                3.4
## 274            NA            NA                  2.8                3.0
## 275  13822.855900     234319.00                  2.2                2.2
## 276    454.963464   21743949.00                  7.5                7.4
## 277   4266.557174      15328.00                  0.1                0.1
## 278     78.377632     157585.00                  8.8                8.5
## 279   9774.181170    1756817.00                  6.3                6.2
## 280            NA            NA                  1.0                1.1
## 281    741.777116      49869.00                 13.1               13.4
## 282            NA            NA                  7.5                7.8
## 283    143.986898     865937.00                  5.6                5.5
## 284    733.974142      43864.00                  3.0                3.1
## 285     17.815972    6327125.00                  4.1                4.1
## 286    287.963899      18194.00                  0.2                0.2
## 287   1657.889256      51313.00                  4.0                4.0
## 288    822.183290    2367487.00                  3.0                3.3
## 289    918.677154    8548651.00                  3.6                3.7
## 290   8171.361651            NA                  5.5                5.4
## 291     26.639465     511177.00                  9.2                9.1
## 292            NA            NA                  7.5                7.5
## 293    717.694674    3747159.00                  1.2                1.1
## 294   1155.258200   43646629.00                  8.0                7.8
## 295   5659.382400     719977.00                  2.1                2.1
## 296            NA            NA                  8.1                8.1
## 297    419.367724    6639119.00                  2.0                1.9
## 298    552.745552    1514199.00                  9.3                8.8
## 299   3331.228766    7463157.00                  2.6                2.6
## 300    232.617320    3662993.00                  7.7                7.6
## 301  15646.559100            NA                  4.0                3.9
## 302   9358.154162            NA                  3.6                3.5
## 303  12845.173630       8833.00                  5.7                6.1
## 304     83.586300   47342981.00                  2.1                1.9
## 305    824.868939   16513822.00                  7.2                7.3
## 306            NA            NA                 11.1                1.9
## 307     48.729900    2674113.00                 16.9               17.4
## 308     11.336780    1223957.00                  1.8                1.7
## 309   1338.313220    1354775.00                  2.1                2.2
## 310   3775.682750   46418193.90                 13.5               16.1
## 311   2635.753474    1431628.00                  1.3                1.3
## 312   2711.171140      66647.00                  1.4                1.3
## 313   3529.618430     526437.00                  6.8                6.7
## 314   2874.288291    1512985.00                  2.5                2.6
## 315   1847.198490    5945747.00                  1.8                1.7
## 316            NA            NA                 14.7               15.7
## 317    541.651484  147139191.00                 19.5                2.1
## 318   4598.249988     259615.00                  8.8                8.6
## 319            NA   24251649.00                  5.6                5.3
## 320   3158.586880     247485.00                  1.5                1.4
## 321    644.525556   48228697.00                  2.1                1.9
## 322   3112.285712     486438.00                  8.1                8.0
## 323   1574.978653   25121796.00                  6.9                6.8
## 324    274.819723   18336724.00                  8.1                8.0
## 325   8569.776998            NA                  3.8                3.8
## 326            NA            NA                  7.4                7.7
## 327            NA            NA                  4.3                4.3
## 328  15154.456870   14321676.00                  2.3                2.4
## 329   1174.779347      56795.00                  2.4                2.3
## 330    433.269145     569479.00                  7.7                7.7
## 331            NA            NA                  4.3                4.4
## 332  21451.886170      99429.00                  8.9                8.8
## 333     31.437144     539141.00                  8.8                8.7
## 334    146.838510     356288.00                  8.9                8.7
## 335   1564.966945     293394.00                  3.0                3.1
## 336    193.187484    4695462.00                 13.3               13.7
## 337  13467.123600   43417765.00                  1.0                0.9
## 338            NA            NA                  7.7                7.6
## 339    111.363436    7497192.00                 11.7               11.6
## 340    385.756714   21547463.00                  3.8                3.7
## 341    257.633690    2439274.00                  7.0                7.0
## 342    757.311444      19221.00                 11.6               11.6
## 343   9637.265000    1258653.00                  7.0                7.0
## 344            NA            NA                  3.5                3.4
## 345   1955.667990   36849918.00                   NA                 NA
## 346    989.454773       1983.00                 15.4               15.5
## 347    648.387170     626425.00                  7.4                7.3
## 348   4763.689560     879715.00                  4.0                3.7
## 349   1834.294860    1933596.00                 15.2               15.4
## 350    235.882889     764961.00                 15.9               16.5
## 351   2835.281237     628961.00                  1.9                1.8
## 352    513.391914    6161796.00                  7.7                7.6
## 353  12565.987600   37986412.00                  1.9                2.0
## 354   1229.114798   44826849.00                  7.9                7.7
## 355            NA            NA                  1.6                1.5
## 356    282.424200    8562622.00                  3.8                3.7
## 357    337.225300   44896856.00                 16.3               19.1
## 358    582.775532     447469.00                  8.8                8.7
## 359            NA            NA                  1.7                1.6
## 360    543.957418     155588.00                  8.0                7.9
## 361   2954.119467     532913.00                  6.6                6.6
## 362   1524.412220    3771284.00                  3.2                3.2
## 363    288.236949   27568436.00                  6.6                6.6
## 364     42.598115    1341716.00                  2.7               21.3
## 365            NA            NA                  5.9                5.9
## 366     72.759313      64162.00                  7.3                7.2
## 367   3851.515470    1248158.00                  4.8                4.9
## 368     24.242323    2571848.00                  6.8                6.8
## 369    327.114946     412791.00                  9.7                9.7
## 370    379.787760   43835722.00                  2.3                2.1
## 371            NA            NA                  7.8                7.6
## 372   8953.359275    4382389.00                  1.0                0.9
## 373            NA            NA                  1.3                1.4
## 374    391.515524   17731634.00                  1.3                1.1
## 375    563.689425    6859482.00                  7.0                6.8
## 376  11814.999400     199453.00                  2.1                2.2
## 377   1268.884564     443716.00                  9.4                9.3
## 378            NA            NA                  2.8                2.8
## 379  12154.829940       8533.00                  5.9                6.3
## 380    511.379370     963652.00                  3.4                3.3
## 381   2393.367265     219953.00                  1.6                1.5
## 382     97.649972   16321581.00                  2.3                2.5
## 383   1619.532678      18745.00                  5.7                5.5
## 384     79.697460    3339741.00                  1.6                1.5
## 385            NA            NA                  0.2                0.2
## 386   4479.958580     646574.00                  2.0                1.9
## 387            NA            NA                  1.3                1.4
## 388   2878.338370   11716359.00                  1.0                9.7
## 389    174.468298     297745.00                  3.0                3.1
## 390   1263.134550     178791.00                  6.6                6.5
## 391     44.853339     944742.00                  6.8                6.7
## 392   3638.959460     491723.00                  7.8                7.8
## 393    674.982900   15661547.00                  1.3                1.1
## 394   1441.141700    2223994.00                  5.7                5.7
## 395    248.134590     474567.00                  8.5                8.5
## 396   3679.192750     718239.00                  3.8                3.8
## 397    153.259487   11376172.00                  8.0                7.9
## 398   1244.429421   22834522.00                  5.6                5.5
## 399  15761.839130     829327.00                  9.5                9.5
## 400    777.659139   16477818.00                  8.1                7.9
## 401            NA            NA                  7.9                7.9
## 402    946.599372      75331.00                  5.9                5.8
## 403    412.151756   28679565.00                   NA                 NA
## 404            NA            NA                  6.7                6.5
## 405      4.613575    1366667.00                  2.5               21.1
## 406    681.125368    1545478.00                 19.1               19.7
## 407    587.538233     723725.00                  7.4                7.3
## 408   2352.518156    9527794.00                  1.0                9.7
## 409   1212.562170            NA                  5.6                5.4
## 410    287.534843    7837161.00                  2.4                2.4
## 411   4521.324700   29111417.00                  5.4                5.1
## 412   5351.253732    1855852.00                  1.0                9.9
## 413   1882.278420    2976724.00                  7.8                7.6
## 414   1787.947230      24143.00                  1.6                1.5
## 415  15524.842470    3431552.00                  1.5                1.4
## 416            NA            NA                  1.6                1.1
## 417    796.793763       8446.00                  0.2                0.2
## 418   2518.398261   45855482.88                 14.5               17.1
## 419  19325.242830    1354493.00                  5.8                6.0
## 420   3792.182152    1196287.00                  8.0                8.0
## 421            NA            NA                  5.4                5.4
## 422    615.777541   14885814.00                 19.3               19.9
## 423   4852.223666     351694.00                  3.4                3.4
## 424            NA            NA                  7.9                7.5
## 425            NA            NA                  9.7                9.8
## 426    445.525000    6611692.00                  8.1                8.0
## 427   2522.796800     776448.00                 15.7               16.2
## 428    198.687123     152779.00                  1.9               11.0
## 429            NA            NA                  3.3                3.2
## 430  12376.979360            NA                  7.0                6.8
## 431    369.835796   26616792.00                 19.0               19.1
## 432   1774.929100     131547.00                  1.9                1.9
## 433   2825.524700    1463417.00                  1.3                1.3
## 434   1598.775120      47774.00                  3.6                3.5
## 435    396.129969    2556765.00                  3.3                3.3
## 436            NA            NA                  7.3                7.2
## 437    378.273624    1824125.00                  7.4                7.4
## 438    138.919770   77991569.00                  1.0                9.6
## 439  12224.864160            NA                  3.3                3.3
## 440    885.465115     136255.00                  2.2                2.3
## 441   3622.522840    3325637.00                  1.7                1.6
## 442    738.232668      14928.00                 11.1               11.4
## 443   9564.463830     547928.00                  3.5                3.5
## 444            NA            NA                  2.5                2.5
## 445     26.479973      94358.00                  7.6                7.6
## 446    322.313468    5848692.00                  9.1                9.1
## 447    539.415280    5716152.00                  1.5                1.5
## 448    361.358430    2725535.00                   NA                 NA
## 449   1261.289670  177911533.00                 19.8                2.2
## 450     63.343259   31376671.00                  1.1                1.1
## 451  11568.111100            NA                  4.3                4.2
## 452            NA            NA                 13.7               13.6
## 453    173.828930    2174645.00                  5.5                5.3
## 454   3868.578883    2175942.00                  9.5                9.4
## 455    521.333630     284992.00                  1.8                1.7
## 456    185.689750      74432.00                  5.0                4.8
## 457    785.881418        444.00                  1.9                1.9
## 458   6519.717530    9473172.00                  2.0                2.1
## 459  21188.118570    1315372.00                  6.1                6.4
## 460   1839.729450    2213197.00                  3.8                4.2
## 461   3352.731296     236755.00                  2.8                2.8
## 462  15893.865600     443458.00                  1.7                1.7
## 463            NA            NA                  2.5                2.5
## 464            NA            NA                  5.7                5.5
## 465   5245.421419        444.00                  2.0                2.0
## 466   3988.771871    6281189.00                  1.6                1.6
## 467  12216.944600    2248632.00                  2.8                2.7
## 468    666.345857    7472819.00                  3.7                3.8
## 469            NA            NA                  0.2                0.2
## 470    475.111220    1425221.00                  9.8                9.3
## 471   1177.629268    1641848.00                  6.8                6.6
## 472            NA            NA                  3.2                3.1
## 473   1148.229882     558611.00                  2.4                2.3
## 474   7496.335728    9295784.00                  2.8                2.8
## 475   1674.987710  142849449.00                  2.3                2.5
## 476    494.336779    4476153.00                  8.8                8.8
## 477    438.751335     179417.00                  8.2                8.2
## 478   9739.825560            NA                  3.5                3.5
## 479    693.345683     151969.00                  7.2                7.2
## 480   5433.724500    4491544.00                  2.3                2.0
## 481   2937.367230     112514.00                  6.9                7.1
## 482            NA            NA                  5.9                6.0
## 483  11122.862700      86956.00                  5.9                6.3
## 484    765.863236     573416.00                 19.2               19.9
## 485   3573.146387     232196.00                 13.1               13.1
## 486   2338.772244     595962.00                  2.1                2.0
## 487   4181.583321    2923896.00                  2.2                2.3
## 488   3684.848100    2881922.00                  2.0                2.1
## 489   7395.881250            NA                  3.8                3.8
## 490            NA      88568.00                   NA                 NA
## 491   1644.619672   14264756.00                  6.6                6.4
## 492   5185.729845    1979882.00                  8.4                8.2
## 493     37.846563       1364.00                  0.1                0.1
## 494            NA            NA                  7.5                7.7
## 495            NA            NA                 14.0               14.0
## 496            NA            NA                  1.6                1.6
## 497    498.172394     215429.00                  8.1                8.1
## 498     46.954232    2873228.00                  1.5                1.3
## 499            NA            NA                  0.2                0.2
## 500   3187.845296   14948919.00                  1.2                1.2
## 501   7962.365824    5466241.00                  3.3                3.3
## 502     74.935845     114554.00                  4.0                4.0
## 503    169.285860     817172.00                  2.5                2.5
## 504    612.696514     327582.00                 17.5               17.5
## 505    731.378864     136768.00                  1.9                1.9
## 506    647.177320   32771895.00                  6.1                6.1
## 507  12387.189820   16791425.00                  2.4                2.5
## 508    524.145924    2419776.00                  2.5                2.6
## 509    122.433589    6741569.00                  8.7                8.7
## 510   1717.898761    2668289.00                  2.2                2.3
## 511            NA            NA                  0.7                0.6
## 512            NA            NA                  5.7                5.7
## 513   1862.167274     927414.00                  5.6                5.4
## 514   5411.877440    7291436.00                  2.2                2.3
## 515    467.543830     996698.00                 12.0               12.0
## 516            NA            NA                  8.3                7.9
## 517            NA            NA                  2.8                2.8
## 518   1678.711862    9263136.00                   NA                 NA
## 519    337.484961    4499653.00                  8.5                8.5
## 520   4439.230000      58721.00                  3.2                3.3
## 521    484.616884    2599834.00                  8.6                8.5
## 522            NA            NA                  8.3                8.3
## 523            NA   25627626.00                  5.5                5.2
## 524            NA            NA                  8.0                7.6
## 525    861.185960            NA                  7.2                6.9
## 526    527.853640    1187576.00                  2.2                2.2
## 527   2842.438422    1158897.00                  6.1                6.3
## 528            NA            NA                  1.4                1.3
## 529    955.648466    1471826.00                  6.5                6.4
## 530            NA            NA                  2.7                2.9
## 531   1272.448250      52779.00                  1.2                1.2
## 532    245.123588    1782997.00                  8.2                8.1
## 533    967.917468       4612.00                  3.5                3.5
## 534   3464.351690     129597.00                  4.3                4.3
## 535            NA            NA                  9.7                9.5
## 536   4974.269300   36115649.00                  5.3                5.1
## 537            NA            NA                  0.2                0.2
## 538    123.195380   19432541.00                  6.3                6.3
## 539  14638.648200    1331475.00                  1.9                2.0
## 540   1757.177970    3118366.00                  6.5                6.4
## 541    196.597780     853625.00                  7.2                7.4
## 542   5574.638200      87634.00                  2.8                2.9
## 543   4378.687460    6654576.00                  8.5                8.6
## 544   1518.853860     559456.00                  1.9                1.8
## 545     81.683884     177578.00                  1.0                1.0
## 546    415.361958    4181563.00                  7.0                6.9
## 547    412.739341    2115164.00                  7.6                7.5
## 548   2421.966200     912998.00                  3.6                3.5
## 549    135.998446       6476.00                  9.0                8.9
## 550   1728.265900    5193482.00                  4.0                3.9
## 551   7362.761390    5979432.36                  7.3                8.9
## 552   1488.471540    1995733.00                  2.0                2.1
## 553   3868.831230    3546576.00                  6.0                5.9
## 554    294.335560    3243514.00                  6.3                6.1
## 555            NA    2863993.00                  6.3                6.1
## 556            NA            NA                  0.2                0.2
## 557    362.951768     656478.00                  1.8                1.7
## 558   1893.145377   63543322.00                  9.3                9.6
## 559     73.683843      81112.00                  3.1                3.1
## 560            NA            NA                  0.2                0.2
## 561   1153.938220     126934.00                  7.0                6.9
## 562    494.514660    1453684.00                 19.7                2.3
## 563    697.663850      37525.00                  8.5                8.4
## 564    332.922339   16577147.00                  6.5                6.4
## 565   3171.498560   27949944.00                  1.2                1.2
## 566     94.729749     783254.00                  5.9                5.8
## 567   7193.617640    3997224.00                  1.1                0.9
## 568    781.514594    1933728.00                  9.7                9.7
## 569    986.795817     751857.00                  5.8                5.6
## 570     43.754450     431334.00                  9.0                8.9
## 571    354.846354     946756.00                  1.9                1.6
## 572   1622.637974     896688.00                  5.6                5.4
## 573    688.617279    2798531.00                 16.1               16.5
## 574  11938.212000    3374415.00                  1.5                1.5
## 575   1929.774600    1317997.00                  1.9                1.9
## 576     53.277222   11731746.00                  7.2                7.1
## 577    669.959000    3696958.00                 17.9               18.0
## 578   5471.866766   38338562.00                  5.9                5.8
## 579  16881.256800       3485.00                  1.5                1.4
## 580    834.869161    6876345.00                  5.0                4.8
## 581    114.561790    1131523.00                 11.3               11.4
## 582    528.586613    2957117.00                  1.3                1.1
## 583   4132.349270     231173.00                  2.7                2.7
## 584    138.924927   46627994.00                 13.3               13.7
## 585    492.492378     279122.00                  1.9                1.7
## 586   6171.262444    6814365.00                  7.9                7.9
## 587    594.997256   33915133.00                  6.0                6.0
## 588    447.227960      36165.00                  3.5                3.4
## 589    238.891729     814218.00                  4.3                4.0
## 590   1726.915100     199712.00                  2.0                2.0
## 591   3528.131800     744769.00                  2.5                2.6
## 592  11224.154800  196796269.00                  2.9                2.9
## 593   5292.232379            NA                  4.1                4.1
## 594            NA            NA                  2.7                2.9
## 595   1672.685433    8929349.00                  1.0                9.7
## 596            NA            NA                  7.1                6.9
## 597   4127.117750    6312478.00                  1.6                1.5
## 598    276.133800     811223.00                  4.3                4.0
## 599    278.557892    1359647.00                  1.5                1.3
## 600  11929.349910            NA                  3.3                3.3
## 601    519.799935    3648288.00                  8.6                8.5
## 602   6281.377470     332713.00                  1.8                1.7
## 603    274.225629    1267638.00                  7.5                7.4
## 604   2754.782900     276141.00                  1.3                1.3
## 605            NA            NA                  1.3                1.1
## 606    584.259210   33736494.00                 17.2               17.3
## 607    668.866700     345387.00                  2.1                2.0
## 608    287.422224    3858623.00                  9.6                9.6
## 609    697.745199      31372.00                  9.8                9.6
## 610    561.997387     118559.00                  7.5                7.4
## 611            NA            NA                  3.3                3.4
## 612   1642.837974     539614.00                  1.2                1.2
## 613    219.815669     487377.00                 13.3               13.6
## 614            NA            NA                  3.2                3.3
## 615   1568.376276   11924946.00                  1.5                1.5
## 616    321.226340    1242473.00                 11.6               11.8
## 617   4712.822736    6552584.00                  2.0                1.9
## 618            NA            NA                  1.4                1.5
## 619   5291.575650     153884.00                  2.4                2.5
## 620   4513.136280      76122.00                  2.2                2.2
## 621   1334.651896     255812.00                  2.2                2.4
## 622   1228.544700            NA                  4.1                4.1
## 623   8318.976920     531589.00                  3.5                3.4
## 624            NA            NA                  2.3                2.3
## 625    758.725782   11882136.00                   NA                 NA
## 626   1668.162731   22442971.00                  4.0                4.3
## 627    934.428563     199993.00                  8.0                7.8
## 628   3598.759720    1271456.00                  4.5                4.6
## 629     41.451000   49171586.00                 13.2               13.5
## 630            NA            NA                  1.2                1.3
## 631   2182.716565    7755785.00                  1.3                1.3
## 632   4916.548860     333465.00                  2.1                2.1
## 633   1713.475940    1962147.00                 14.7               14.8
## 634            NA            NA                  5.8                5.7
## 635   1227.736770    1988925.00                  2.2                2.3
## 636   1357.632211      96311.00                  0.2                0.1
## 637  11183.961910     322817.00                  7.6                7.4
## 638    558.221144      24654.00                  3.4                3.4
## 639   2819.649531    1815121.00                  3.3                3.3
## 640   8562.895980  142785342.00                  2.3                2.5
## 641  12323.127500    1296934.00                  6.3                6.7
## 642    215.139213    3497124.00                  1.0                1.0
## 643   2655.157977  181181744.00                  9.8                9.7
## 644    561.898424     676613.00                  7.9                7.8
## 645   1592.681900    3396777.00                  1.5                1.5
## 646   5196.932921    3823364.00                  2.5                2.6
## 647   5374.554867    1884238.00                  9.6                9.4
## 648    125.998515   13569438.00                  8.7                8.5
## 649   1196.133500    2117361.00                  6.1                5.9
## 650   5771.565878   29759989.00                  1.1                1.1
## 651   1981.243653   26261363.00                  1.4                1.4
## 652    757.671757   15214912.00                 18.9               19.4
## 653   2975.132778  144648257.00                  2.6                2.8
## 654   3529.534820   23369131.00                  9.1                9.0
## 655            NA            NA                  0.2                0.2
## 656  14252.294520            NA                  3.4                3.3
## 657   3453.487434      18625.00                  0.2                0.2
## 658            NA    6974442.00                   NA                 NA
## 659    541.135228   11827848.00                 27.3               28.3
## 660    927.723171     377782.00                  2.0                1.9
## 661    643.947262    1267984.00                  6.7                7.2
## 662            NA            NA                  1.3                1.3
## 663   1163.189770   15517635.00                  1.9                1.9
## 664   3336.166860  258162113.00                  1.4                1.2
## 665            NA            NA                  4.5                4.5
## 666     93.211716    1695981.00                  7.0                7.1
## 667   9212.192824            NA                  3.8                3.8
## 668     37.193178     939848.00                  9.7                9.7
## 669    575.446453    1565217.00                  9.0                8.6
## 670   1578.423900     839185.00                  2.9                3.0
## 671    148.527976      57374.00                  2.3                2.2
## 672   6843.263289    7395599.00                  2.0                2.0
## 673    694.243915    9464495.00                  2.0                2.1
## 674   3736.587130     619256.00                  1.7                1.6
## 675     78.439476     779162.00                  7.5                7.4
## 676    247.242760   48482614.00                 13.2               13.6
## 677    321.942547   13735233.00                  1.4                1.3
## 678    856.342857   15572753.00                 18.5               19.0
## 679   7813.834990    7348328.00                  2.0                2.0
## 680   7443.851780      52619.00                  3.5                3.4
## 681  12967.165430      12265.00                  1.8                1.8
## 682     77.625783     212857.00                  7.0                6.7
## 683   6698.794390     618294.00                  2.0                2.1
## 684   1367.352433     474516.00                  2.7                2.8
## 685   1244.373185    9928549.00                  2.6                2.7
## 686            NA            NA                  7.7                7.5
## 687   1377.821400     285624.00                  3.0                3.1
## 688     64.729530     677855.00                  5.1                4.9
## 689   3933.332215     283277.00                  3.6                3.5
## 690   5229.876738      12213.00                  7.8                7.7
## 691    911.253850    1428588.00                  2.4                2.6
## 692  14961.568180    3198231.00                  2.9                2.9
## 693    967.347730    4135152.00                  8.2                8.0
## 694  11363.418450        444.00                  1.8                1.8
## 695    429.715540     454896.00                  2.3                2.4
## 696     76.238698   28323241.00                 15.9               16.3
## 697   7318.126410    1247429.00                  7.3                7.3
## 698   1173.262120      24551.00                  7.2                7.0
## 699   3218.381655    2877311.00                  2.0                2.1
## 700            NA            NA                  3.3                3.4
## 701   1296.973530            NA                  5.6                5.4
## 702   9875.161736            NA                  3.7                3.6
## 703            NA            NA                 14.6               15.5
## 704            NA            NA                  1.2                1.3
## 705    989.236363   12288651.00                  9.2                9.1
## 706   4863.516880       4717.99                 12.6               15.0
## 707   2632.799420       6775.00                  1.9                1.8
## 708   6764.722867            NA                  3.9                3.9
## 709    265.285651     931971.00                  7.5                7.5
## 710   2473.857760     848455.00                  2.9                2.9
## 711  11635.263700   14274235.00                  2.3                2.5
## 712   5878.761270    3955889.00                  1.1                0.9
## 713     56.144952     285187.00                  1.8                1.7
## 714    134.326189       1788.00                  6.0                5.9
## 715    672.921130   11719673.00                  2.0                1.9
## 716      5.668726     978169.00                  6.7                6.6
## 717    219.141353   24118979.00                 19.5               19.7
## 718    158.455972   11352973.00                 12.8               12.9
## 719  11341.133950    7349455.00                  4.9                4.7
## 720    412.552710     129449.00                  7.7                7.5
## 721    412.372294    1446754.00                  2.5                2.8
## 722            NA      19239.00                  6.3                6.1
## 723   3349.688230     172834.00                 12.3               12.2
## 724    378.736540     776733.00                  9.5                9.4
## 725    141.868440   18865716.00                  1.2                1.1
## 726    944.816840     423853.00                  1.4                1.4
## 727            NA            NA                 12.4               12.3
## 728   1892.894352    3599192.00                   NA                 NA
## 729            NA            NA                  7.6                7.8
## 730    369.154536      29237.00                  3.9                3.8
## 731   1461.671957  124723629.00                 26.9               27.7
## 732    375.852857     542357.00                  7.9                7.9
## 733    336.331815     231275.00                  3.9                3.8
## 734  11984.868570     397282.00                  2.8                2.8
## 735    197.661422   15442181.00                 11.7               11.6
## 736            NA            NA                  3.7                3.6
## 737            NA            NA                 13.7               13.5
## 738   8331.261997      83723.00                  6.1                6.6
## 739   1255.648189    2182383.00                  5.9                5.9
## 740   7384.354661     679346.00                  5.0                4.9
## 741    387.753211    7992573.00                  3.9                3.9
## 742     63.388770     949583.00                  2.0                2.2
## 743            NA            NA                 13.8               13.7
## 744   5693.524160     382457.00                  2.4                2.6
## 745    128.419568    1522692.00                 11.0               11.1
## 746            NA            NA                  2.9                3.1
## 747    113.628600       9542.00                  0.2                0.2
## 748     55.313820    9649341.00                  2.8                2.9
## 749   2965.824340     236295.00                  1.5                1.4
## 750    165.257247   11771976.00                 12.7               12.7
## 751    849.862697     119591.00                 11.5               11.5
## 752    473.844449   26475859.00                 17.0               17.6
## 753    161.626625    7672783.00                 11.5               11.2
## 754            NA            NA                  7.4                7.7
## 755   3836.468771    9371338.00                  3.5                3.4
## 756   2375.594400    1453646.00                  2.7                2.9
## 757    662.279518    9999617.00                  4.0                4.0
## 758   5649.978486     517461.00                  3.2                3.3
## 759   1479.383142    9865548.00                  2.5                2.7
## 760    148.522488    4781295.00                  2.8                2.9
## 761    298.675980        292.00                 14.7               14.8
## 762   6268.692122     145844.00                  3.3                3.2
## 763            NA            NA                 15.8               16.4
## 764    372.172184    5683268.00                  8.4                8.3
## 765   4368.822480    2814226.00                  2.2                2.3
## 766   9643.644683    3723155.00                  7.5                7.3
## 767   9689.528870   11366189.00                  1.7                1.6
## 768   3386.256000   43285634.00                  2.4                2.1
## 769            NA            NA                  5.5                5.5
## 770   2378.339270     973146.00                  2.4                2.5
## 771   4965.989857    2871934.00                  1.8                1.7
## 772     11.553196    8331954.00                  1.0                9.7
## 773   5491.159981     675313.00                  8.1                8.2
## 774   1657.322800            NA                  3.9                3.9
## 775  13893.187680    3863255.00                  2.0                2.2
## 776    685.348970     724817.00                  1.0                1.0
## 777     61.566347    1681495.00                  7.5                7.3
## 778   1932.858290    8194778.00                  2.3                2.2
## 779   5836.177630            NA                  4.0                4.0
## 780   5888.628400    5255813.11                  8.1                9.8
## 781   7884.984429   46881475.00                  2.1                1.9
## 782     96.867483     751884.00                  5.9                5.7
## 783    521.642580    1322764.00                  9.7                9.5
## 784    454.122224    4286291.00                  6.8                6.7
## 785  12126.876140            NA                  3.3                3.3
## 786            NA            NA                  3.1                3.0
## 787    837.955100     972916.00                  7.4                7.3
## 788    437.819184    1885955.00                 11.1               11.1
## 789  11371.938950            NA                  3.5                3.4
## 790   1795.181370        795.00                 17.1               17.8
## 791    666.842783     168194.00                  8.8                8.4
## 792     98.725615   14976994.00                  9.5                9.3
## 793  11527.593230    3815163.00                  2.1                2.3
## 794   1247.613920     656639.00                 17.8               18.6
## 795   2755.297787  167297284.00                  1.7                1.6
## 796   1259.875910      19373.00                 15.4               15.5
## 797            NA            NA                  3.4                3.4
## 798    973.472574    1275135.00                  9.0                8.9
## 799    213.755559      35217.00                  6.5                6.3
## 800            NA            NA                  8.0                7.9
## 801  14117.976680    9866468.00                  1.7                1.6
## 802   9272.413453      53777.00                  3.5                3.4
## 803    864.184726      77752.00                  6.0                5.9
## 804            NA            NA                  1.0                9.8
## 805   4919.628690       4426.00                  2.1                2.1
## 806   1372.689470      25979.00                  2.2                2.3
## 807   7227.739680    4646646.00                  2.2                2.0
## 808   1792.384500     587718.00                  1.8                1.7
## 809    244.468980    1328961.00                  1.5                1.4
## 810   1967.832830    1348248.00                  5.8                6.0
## 811    235.491232   11944587.00                 11.2                1.8
## 812    362.657544    1757367.00                  6.4                6.2
## 813    894.927988      16311.00                  6.7                6.6
## 814   3771.278957    1514729.00                  2.4                2.5
## 815   1151.555618       9426.00                  0.2                0.1
## 816            NA            NA                  2.7                2.6
## 817   3848.215966     964924.00                  2.2                2.4
## 818     89.838296   11556763.00                 11.2               11.1
## 819    839.181117     388599.00                  8.4                8.3
## 820   1325.533790        123.00                  1.8                1.8
## 821   9252.117240     126265.00                  6.9                6.8
## 822    627.555440    1281296.00                  3.3                3.2
## 823    539.879153   13474489.00                 11.4               11.6
## 824            NA      13866.00                  8.0                8.1
## 825     17.799950    7939573.00                  8.0                8.0
## 826            NA    8468152.00                   NA                 NA
## 827   2182.997110        286.00                 14.8               14.8
## 828            NA            NA                  1.3                1.2
## 829            NA            NA                  9.2                9.4
## 830   9585.266593   19983693.00                  2.7                2.9
## 831            NA            NA                 15.3               16.0
## 832            NA            NA                  6.0                6.0
## 833    571.162276   97366774.00                  1.5                1.3
## 834     56.971392    2215621.00                  9.9                9.9
## 835            NA            NA                 14.0               13.9
## 836   8757.262200    2596218.00                  2.7                2.6
## 837     12.566464    1255917.00                  1.6                1.5
## 838    854.346921     647272.00                  1.4                1.4
## 839    569.761278   14689726.00                  9.5                9.1
## 840     46.375918    6165372.00                  8.7                8.7
## 841            NA            NA                  1.6                1.4
## 842    125.791670      54477.00                  1.2                1.2
## 843     21.373329    3512932.00                  7.9                7.8
## 844   4682.728424     281721.00                  1.8                1.7
## 845    958.455810    1818258.00                   NA                 NA
## 846    379.756639   85416253.00                 11.1                1.8
## 847   1774.336730    3199546.00                  6.3                6.2
## 848    231.425540    2374911.00                 18.5               19.2
## 849    446.372833     389684.00                  2.3                2.3
## 850            NA            NA                  2.8                2.8
## 851            NA            NA                  8.7                8.6
## 852    465.119887    2586435.00                  3.2                3.2
## 853   1545.626423       5327.00                  2.5                2.4
## 854            NA            NA                  4.3                4.3
## 855    395.931936     555888.00                  7.8                7.8
## 856   3113.486350  242524123.00                  1.6                1.5
## 857            NA            NA                  0.7                0.6
## 858   5695.969327    1233996.00                  7.6                7.5
## 859   5949.116770    9489616.00                  1.9                2.0
## 860     46.299350      33347.00                  2.4                2.3
## 861    146.761540   11695863.00                  7.9                7.7
## 862    372.842678   14271234.00                  7.0                6.9
## 863    923.136931      21929.00                  7.6                7.4
## 864   1226.617310   24213133.00                  2.7                2.7
## 865    484.155471   14343111.00                 19.9                2.5
## 866   4129.758741    7411569.00                  2.5                2.5
## 867            NA            NA                  9.4                9.3
## 868  14212.687000   14296868.00                  2.3                2.4
## 869  11513.871890            NA                  4.2                4.2
## 870   4429.657500       3727.00                  2.7                2.8
## 871   6376.183153    9527985.00                  2.1                2.3
## 872   5432.252300   36819558.00                  5.9                5.8
## 873    839.927936   14386649.00                  6.8                6.7
## 874  15669.259290     138188.00                  1.9                1.9
## 875            NA            NA                  7.2                7.2
## 876            NA            NA                  8.0                7.9
## 877    792.154120     746221.00                  6.2                6.0
## 878    779.384594       4357.00                  2.9                3.0
## 879    943.686575    1286712.00                  7.1                6.9
## 880            NA            NA                  0.3                0.2
## 881  11398.765840      17137.00                  2.0                2.0
## 882   4921.896290     892149.00                  4.0                3.7
## 883    164.594470   22545214.00                  1.9               11.0
## 884   2312.192926    5966159.00                  2.2                2.1
## 885  21557.652800     138593.00                  8.7                8.7
## 886            NA            NA                  6.9                6.7
## 887    362.663981   25232263.00                  1.5                1.3
## 888            NA            NA                  4.4                4.5
## 889     51.216381     141622.00                  7.8                7.8
## 890    165.879418    7675338.00                  8.1                8.2
## 891   5685.577736     136425.00                  7.4                7.2
## 892   2232.513244      48344.00                  3.5                3.5
## 893     12.178928   68492257.00                 11.8               11.7
## 894            NA            NA                  5.9                5.9
## 895   2246.993800     183746.00                  8.6                8.6
## 896   2659.839180     652231.00                  9.0                9.2
## 897    148.912351     141232.00                  9.9                9.7
## 898   2832.496520     748591.00                  2.7                2.7
## 899  13842.654900      15578.00                  1.9                1.9
## 900            NA            NA                  2.8                3.0
## 901    727.646387     777424.00                  6.7                6.5
## 902    394.593244      63126.00                  8.5                8.4
## 903            NA            NA                  3.4                3.4
## 904   1653.184400      13926.00                  6.1                6.5
## 905    849.954224   51729345.36                  6.6                8.0
## 906    337.359236    6854176.00                  3.8                3.9
## 907            NA            NA                  3.8                3.8
## 908     32.222727    1384969.00                  7.1                7.0
## 909    649.848233      15783.00                 21.4               21.8
## 910   5334.933290    3235366.00                  4.9                4.8
## 911            NA            NA                  3.6                3.6
## 912    551.138346     741682.00                  6.5                6.2
## 913    317.329434    4153332.00                  9.2                9.2
## 914    555.818538     144889.00                  7.6                7.6
## 915    462.517913    2775467.00                  1.9                1.7
## 916    371.323865     133569.00                  1.5                1.1
## 917            NA    2118834.00                  6.4                6.1
## 918    154.518572      41269.00                  1.4                1.4
## 919            NA            NA                  3.8                3.7
## 920    586.145975   18912412.00                  3.1                3.1
## 921    982.532572    1282837.00                  1.6                1.5
## 922    468.567249   92444183.00                  1.7                1.5
## 923    646.561295    2469286.00                  2.4                2.5
## 924    436.687536    3413852.00                  8.8                8.8
## 925    261.456882    5535595.00                  3.9                3.8
## 926            NA            NA                  4.9                4.9
## 927   2149.994400    7496522.00                  2.7                2.8
## 928   1463.213573     138533.00                  6.7                6.5
## 929    117.765674    1184366.00                 11.1               11.2
## 930    496.992750     915932.00                  4.0                4.0
## 931    185.633340     757317.00                  9.8                9.8
## 932            NA            NA                  1.2                1.1
## 933    645.463763    9987333.00                  1.4                1.2
## 934  12868.863900            NA                  4.1                4.0
## 935   5786.599720   49557573.30                  8.9                1.7
## 936   1239.377855      43579.00                  9.6                9.5
## 937    447.138966  171477855.00                 27.5               28.5
## 938   1452.195373  127856227.00                 26.8               27.5
## 939   2139.625631    2628131.00                  2.2                2.3
## 940   4955.477743    2517419.00                  9.2                8.9
## 941   2993.832531    2888584.00                  2.0                2.1
## 942   3547.599750      14137.00                  0.1                0.1
## 943            NA            NA                  3.3                3.5
## 944   3148.365130      25885.00                  1.5                1.4
## 945    316.799896   17279141.00                  8.3                8.3
## 946   3944.183900    2976877.00                  2.2                2.3
## 947   1291.528826   32955496.00                   NA                 NA
## 948   3764.649120      37171.00                  2.7                2.8
## 949    174.181547    2991132.00                  9.0                9.0
## 950   7946.944346            NA                  3.8                3.9
## 951     77.819000 1144118674.00                 27.2               28.1
## 952   3299.651390    1527156.00                  1.2                1.2
## 953    283.891159   19716598.00                  4.0                3.9
## 954    575.321760     672888.00                  8.2                8.3
## 955   2124.873613    2173496.00                  3.7                4.1
## 956   3827.786267    6221246.00                  1.6                1.6
## 957   1444.158900      22325.00                  2.4                2.4
## 958            NA            NA                  2.9                2.8
## 959    375.442638            NA                  5.6                5.4
## 960     47.893950     192312.00                  1.6                1.6
## 961    712.184769    1421597.00                  1.3                1.2
## 962            NA            NA                  3.9                3.9
## 963   8767.922580    1192378.00                  1.8                1.7
## 964            NA            NA                  2.9                2.8
## 965   5564.825660   37565847.00                  5.9                5.8
## 966   8513.629541    2711169.00                  8.5                8.3
## 967  12565.441970            NA                  3.3                3.3
## 968            NA            NA                  6.6                6.6
## 969            NA            NA                  7.0                6.8
## 970            NA            NA                  2.5                2.5
## 971   3128.977930    1754935.00                 11.8               11.8
## 972     25.294130     257798.00                 19.3               19.5
## 973    452.749480     376271.00                  5.3                5.1
## 974            NA            NA                  2.9                3.1
## 975   4385.379355     286917.00                  2.2                2.3
## 976   3972.264750   66195615.00                  8.6                8.8
## 977    422.146157   22188387.00                  3.8                3.7
## 978    922.935168   22113425.00                  7.9                7.9
## 979            NA            NA                  8.1                7.7
## 980     62.547286     342823.00                  1.0                9.8
## 981   1175.116225    5379328.00                  2.0                1.9
## 982    341.399920     877267.00                 11.0                1.7
## 983   1837.977391      98611.00                  0.1                0.1
## 984   4258.788611     313929.00                  3.5                3.4
## 985     32.372390        297.00                 14.6               14.7
## 986    172.684910     614323.00                  1.7                1.6
## 987     39.281834    6712841.00                  3.9                3.9
## 988   1312.675570    2451214.00                  7.1                7.0
## 989    825.572991   16962846.00                  7.9                7.7
## 990            NA            NA                  9.3                9.5
## 991   1886.433359       2937.00                  1.6                1.5
## 992   6935.721451     127238.00                  6.6                7.1
## 993    596.871719     177526.00                  7.1                7.0
## 994     67.751883    1638139.00                  7.7                7.5
## 995            NA            NA                  6.8                6.7
## 996            NA            NA                  2.2                2.2
## 997     41.776361   32321482.00                  9.0                9.0
## 998    445.893298     284331.00                 18.6               18.7
## 999   1452.277660    1242216.00                  1.6                1.5
## 1000           NA            NA                  8.5                8.3
## 1001   733.581811    1955944.00                 11.6               11.5
## 1002           NA            NA                 11.5               11.3
## 1003  2581.818554   96866642.00                  1.0                9.7
## 1004  1283.885977    4655741.00                  3.5                3.4
## 1005   592.183522    2723137.00                 16.7               17.2
## 1006           NA            NA                  1.3                1.4
## 1007  5117.589923            NA                  4.3                4.2
## 1008  2884.947760   31596855.00                  6.4                6.3
## 1009  3332.918533     818354.00                  4.2                3.9
## 1010 22742.381590     868418.00                  9.3                9.3
## 1011  4178.973369      19229.00                  0.2                0.1
## 1012   487.923891     652952.00                  7.3                7.2
## 1013   184.565430   15945279.00                 18.1               18.6
## 1014  2613.645177     787386.00                 15.4               16.0
## 1015  3225.591754     629877.00                  2.1                2.0
## 1016   488.768855    3327773.00                  1.7                1.7
## 1017           NA            NA                  2.5                2.5
## 1018    45.128418     645872.00                  8.3                8.2
## 1019  6423.291783     723499.00                  2.2                2.2
## 1020   678.796973    1788853.00                  6.1                6.1
## 1021  2932.315883      12357.00                  0.1                0.1
## 1022  7875.756953     941681.00                  2.8                2.8
## 1023   635.789635   49175848.00                  3.0                3.1
## 1024   325.382554   83184892.00                 11.2                1.9
## 1025           NA            NA                 13.8               13.7
## 1026  9415.173860    3362755.00                  1.5                1.5
## 1027           NA            NA                  1.6                1.5
## 1028  3167.343560     253142.00                  1.5                1.4
## 1029  5941.847100   68416772.00                  7.8                7.8
## 1030  6346.156240     214866.00                  8.0                7.8
## 1031           NA            NA                  2.7                2.7
## 1032   766.843762     128921.00                  3.9                3.9
## 1033  2643.441423      23785.00                  1.5                1.5
## 1034  6574.654338     123963.00                  7.5                7.4
## 1035  2129.499242   93726624.00                  1.0                9.7
## 1036    62.131849    7228915.00                  6.6                6.4
## 1037  1138.566610            NA                  5.5                5.4
## 1038    33.681223     119927.00                  7.3                7.2
## 1039  1658.311460   14858948.00                  2.6                2.6
## 1040  1453.917166     473398.00                  3.4                3.4
## 1041    76.535419    8454791.00                  8.3                8.2
## 1042    76.914128     739728.00                  3.8                3.8
## 1043  1136.829645   14641724.00                 12.3               12.3
## 1044  6491.524500    3973354.00                  1.1                1.1
## 1045           NA            NA                  6.9                6.8
## 1046           NA            NA                  9.1                8.8
## 1047           NA            NA                  1.6                1.5
## 1048           NA            NA                  3.6                3.7
## 1049   819.974118     758615.00                  6.1                5.9
## 1050           NA            NA                  4.4                4.4
## 1051           NA            NA                  8.4                8.2
## 1052  5773.735770            NA                  4.0                4.1
## 1053           NA            NA                  1.5                1.6
## 1054           NA            NA                 15.4               16.1
## 1055 17136.445680      95114.00                  9.0                9.0
## 1056  5191.583810     217317.00                  1.4                1.4
## 1057           NA            NA                  2.5                2.5
## 1058  1473.319230            NA                  3.4                3.3
## 1059           NA            NA                  8.4                8.0
## 1060   495.254866    3486715.00                  6.0                5.9
## 1061   123.876257   66537331.00                 11.9               11.8
## 1062   315.788227    2854394.00                  6.5                6.5
## 1063   623.287114   27212382.00                  3.6                3.5
## 1064           NA            NA                  1.7                1.7
## 1065 11837.391300    3162916.00                  2.8                2.9
## 1066    87.136525    7516346.00                  2.8                2.9
## 1067    61.799977    7982225.00                  8.7                8.6
## 1068           NA            NA                  9.6                9.6
## 1069   653.716370        444.00                  2.0                2.0
## 1070   429.656100     216375.00                 11.5               11.4
## 1071  1451.297760   12628596.00                  1.6                1.5
## 1072           NA            NA                  3.1                3.1
## 1073  1345.771530   12398691.00                 27.0               27.8
## 1074  2494.353552   31225881.00                  6.4                6.3
## 1075   665.644300     115868.00                  2.2                2.2
## 1076           NA            NA                 15.6               16.2
## 1077           NA            NA                  9.4                9.0
## 1078   197.457880      64282.00                 18.0               18.8
## 1079    26.371428     487137.00                  3.3                3.3
## 1080           NA            NA                  8.4                8.3
## 1081   254.489192      19817.00                 15.4               15.4
## 1082           NA            NA                  7.6                7.5
## 1083  1192.517400      82858.00                  6.0                6.4
## 1084           NA            NA                  5.6                5.4
## 1085  4546.738540     873596.00                  4.0                3.7
## 1086   774.476339      45648.00                  3.6                3.5
## 1087           NA            NA                 14.3               14.7
## 1088   177.828384      12262.00                 12.5               12.5
## 1089  4492.727640   38258629.00                  2.5                2.8
## 1090           NA            NA                  7.8                7.7
## 1091    81.861570      15563.00                  7.0                7.0
## 1092   692.116684   27327147.00                 16.5               16.9
## 1093   177.234497     714458.00                 16.8               17.5
## 1094  2513.884661    3864783.00                   NA                 NA
## 1095           NA            NA                 14.1               14.1
## 1096   642.766311      16799.00                 11.8               11.7
## 1097  2545.483410      46533.00                  2.5                2.6
## 1098  4187.378300      29747.00                  3.6                3.5
## 1099           NA            NA                  5.0                5.0
## 1100  1479.296340      19926.00                  2.2                2.2
## 1101   481.287397    1134497.00                 12.1               12.1
## 1102  6432.668768    5565284.00                  3.3                3.3
## 1103   138.949959     182889.00                  5.9                5.7
## 1104 13145.148400    3863164.00                  2.0                2.1
## 1105   111.711860   18395389.00                  6.6                6.6
## 1106           NA            NA                  2.7                2.6
## 1107 11685.979830    3838462.00                  1.9                1.9
## 1108   359.587582  182482149.00                  3.3                3.3
## 1109   662.492293   37553726.00                  5.7                5.7
## 1110           NA            NA                  7.5                7.3
## 1111   918.432717    1982287.00                  8.4                8.3
## 1112   779.468356    1823369.00                  1.4                1.3
## 1113           NA            NA                  1.7                1.6
## 1114  2537.349000    5934232.00                  3.9                3.8
## 1115  8297.483621    2246871.00                  3.0                3.2
## 1116  2242.711912     889216.00                  2.1                2.1
## 1117    44.287267       7557.00                  3.8                3.9
## 1118           NA            NA                  9.4                9.6
## 1119  3444.556600     496963.00                  7.6                7.6
## 1120   474.223877     132721.00                 11.5               11.6
## 1121   341.289462   15813913.00                 11.0                1.8
## 1122  3381.578370     771686.00                  2.3                2.3
## 1123   133.742769    6555829.00                  8.8                8.8
## 1124  4344.151770      32168.00                  3.5                3.4
## 1125  5116.454240    1228254.00                  7.7                7.6
## 1126   625.839200    8216896.00                  8.5                8.4
## 1127 16586.452000      13468.00                  2.0                2.1
## 1128   116.274300     526796.00                  2.2                2.1
## 1129 12732.275900     792217.00                  9.7                9.6
## 1130   673.747370       3568.00                  5.3                5.1
## 1131    82.151350    8696916.00                  8.1                8.0
## 1132   177.867119    7269348.00                  1.3                1.3
## 1133 12724.393770            NA                  3.4                3.4
## 1134   145.216300       8365.00                  3.0                3.0
## 1135   649.342153     148372.00                  7.4                7.4
## 1136  2861.554500   31989897.00                  6.4                6.2
## 1137           NA            NA                 11.7               11.5
## 1138   416.148380   18426372.00                  1.0                9.9
## 1139   769.174288     689692.00                  7.1                6.9
## 1140  3861.324140    1186873.00                  8.1                8.1
## 1141  1464.497754    5666581.00                  1.9                1.8
## 1142           NA            NA                  8.6                8.5
## 1143           NA            NA                  8.8                8.7
## 1144   511.665773    5862316.00                  1.5                1.5
## 1145   386.328828     949229.00                  9.5                9.5
## 1146           NA            NA                  0.7                0.6
## 1147  6754.512393            NA                  3.9                4.0
## 1148  1437.628785     754146.00                  2.4                2.4
## 1149   745.787787     138859.00                 11.2               11.4
## 1150    63.537231    2978599.00                 18.2               18.2
## 1151  4116.466930    1231122.00                  8.0                7.8
## 1152           NA            NA                  3.3                3.3
## 1153  3611.214700   28292724.00                  1.2                1.2
## 1154   189.715390    5882796.00                  2.2                2.2
## 1155   834.541295    7815949.00                  3.7                3.7
## 1156           NA            NA                 14.3               14.9
## 1157  9834.472689     119917.00                  1.6                1.6
## 1158 16554.971390    2932367.00                  2.6                2.7
## 1159  4623.347642     121337.00                  7.9                7.8
## 1160           NA            NA                  1.2                1.3
## 1161  9329.298351    1449687.00                  2.3                2.3
## 1162   915.267459      14451.00                  7.2                7.1
## 1163   387.324145    7574943.00                  3.8                3.9
## 1164   443.961100   22346573.00                  7.4                7.3
## 1165  2482.368620    1986535.00                 14.2               14.3
## 1166           NA            NA                  7.4                7.2
## 1167  1631.417270     176582.00                  0.2                0.2
## 1168  4674.219610   44374572.00                  2.3                2.1
## 1169  2862.154836    8697126.00                  3.8                3.6
## 1170   232.794546    3738265.00                  9.7                9.7
## 1171  9679.742995    1817271.00                  6.2                6.1
## 1172   216.243274      69828.00                  2.5                2.5
## 1173           NA            NA                  1.5                1.6
## 1174   296.546170    6473164.00                  9.2                9.5
## 1175  3452.828934   15596214.00                  1.2                1.2
## 1176   395.849351     332149.00                  8.9                8.9
## 1177  3146.951770    1777567.00                  3.4                3.4
## 1178   785.692884     143874.00                 11.0               11.3
## 1179           NA            NA                  3.6                3.5
## 1180  4952.677530    9767758.00                  3.4                3.3
## 1181  7313.557962   19126637.00                  3.1                3.0
## 1182   297.697121   13429262.00                  7.3                7.1
## 1183           NA            NA                  9.8                9.8
## 1184  9484.568980      54254.00                  3.5                3.5
## 1185  5176.172649     956765.00                  2.1                2.2
## 1186   512.125451   15627618.00                  6.7                6.6
## 1187   979.492460   69597281.00                  5.0                4.8
## 1188   366.570000    6514354.00                  5.2                5.0
## 1189  2355.725857   41572491.00                  2.5                2.3
## 1190 14341.836000    2987773.00                  2.7                2.7
## 1191   149.926751   14858335.00                  2.6                2.7
## 1192  2789.173500     612267.00                  2.4                2.4
## 1193   341.955625    1531221.00                  7.5                7.5
## 1194    95.432793   16332974.00                  2.8               21.3
## 1195  3596.496282    2695446.00                  2.0                1.8
## 1196           NA            NA                 15.1               15.9
## 1197   643.719110      17811.00                 11.7               11.7
## 1198  2283.879390     639762.00                  1.6                1.4
## 1199           NA            NA                  7.7                7.9
## 1200   422.519680     279915.00                 12.0               12.0
## 1201 14396.486500            NA                  5.5                5.4
## 1202  3312.825985      52384.00                  7.4                7.4
## 1203   583.493514       7754.00                  8.9                8.8
## 1204   315.839830    8971139.00                  1.1                1.1
## 1205   584.396214    3593648.00                  5.9                5.9
## 1206  1172.384300   74569867.00                  4.9                4.7
## 1207    94.772600   38141267.00                  2.3                2.4
## 1208  1186.113250    1117749.00                   NA                 NA
## 1209           NA            NA                  4.3                4.3
## 1210   377.132274    4515392.00                  8.4                8.3
## 1211  7165.277500     169271.00                  2.3                2.5
## 1212  4353.121392      86786.00                  4.0                3.7
## 1213    25.383731   13618449.00                 11.9               11.8
## 1214   749.626612    1277837.00                  6.5                7.0
## 1215   453.351155   12633897.00                  9.8                9.9
## 1216           NA            NA                  7.6                7.5
## 1217   915.775754    1965662.00                  8.8                8.7
## 1218   152.443873   14546111.00                  9.7                9.5
## 1219   562.549434            NA                  5.6                5.4
## 1220           NA            NA                 13.7               13.6
## 1221    47.543235            NA                  6.8                6.6
## 1222           NA            NA                 14.9               15.8
## 1223   335.112838     184826.00                  0.2                0.2
## 1224           NA            NA                  1.5                1.6
## 1225  3843.591213     289359.00                  2.1                2.1
## 1226   768.176767     717584.00                  6.4                6.1
## 1227           NA            NA                  7.0                6.9
## 1228           NA            NA                  0.8                0.6
## 1229  7669.273916    3757452.00                  1.2                1.1
## 1230  5968.876767     115495.00                  3.3                3.2
## 1231    78.927440   21154429.00                 11.0               11.2
## 1232    42.737966    1471462.00                  6.9                6.8
## 1233  7269.171140   26625845.00                  8.7                8.5
## 1234  7891.299776     953579.00                  2.8                2.9
## 1235  2964.477340       3926.00                  2.6                2.8
## 1236  2351.338140     178781.00                  0.2                0.2
## 1237   229.953640    7592865.00                  1.3                1.3
## 1238  9291.227619    1255882.00                  7.1                7.0
## 1239  2996.964320   17182933.00                  1.4                1.2
## 1240           NA            NA                  3.5                3.5
## 1241  1458.879600    1321618.00                  6.0                6.4
## 1242  7318.742449       6279.00                  1.9                2.0
## 1243   335.786541    1396748.00                  1.4                1.3
## 1244    83.476942      26868.00                  3.1                3.1
## 1245  6432.216537    1593112.00                  1.2                1.1
## 1246           NA            NA                  2.5                2.5
## 1247  1894.548500      13379.00                  2.0                2.1
## 1248  1613.188780    1395398.00                 26.7               27.3
## 1249           NA            NA                  7.9                7.7
## 1250 12245.256450   42981515.00                  1.0                0.9
## 1251  3385.696650    6489822.00                  3.8                3.8
## 1252           NA            NA                  3.3                3.4
## 1253   987.445397   42486839.00                  8.1                7.9
## 1254   287.415600    2539449.00                 17.8               18.4
## 1255  8318.429294    9474511.00                  1.9                2.0
## 1256           NA            NA                  9.9                9.6
## 1257  4676.315183   21319685.00                  3.3                3.8
## 1258  7863.162900    3322528.00                  3.0                3.1
## 1259   118.693830   15777451.00                  5.6                5.5
## 1260  1157.342700     733821.00                  2.6                2.5
## 1261           NA            NA                  3.0                3.0
## 1262           NA            NA                 12.1               11.9
## 1263 13666.583360    1977527.00                  2.2                2.1
## 1264   268.123657     149918.00                  2.5                2.6
## 1265  1336.775376   29181832.00                  6.7                6.5
## 1266  1233.524316      18978.00                  6.4                6.5
## 1267           NA            NA                  1.6                1.5
## 1268  1461.755200     376676.00                  3.3                3.2
## 1269   458.884355    3574931.00                  8.7                8.6
## 1270   368.689980     465935.00                  2.5                2.7
## 1271  4498.957270    1388115.00                  2.4                2.5
## 1272  1383.893354    1534739.00                 12.0               11.9
## 1273   174.669200      19228.00                 15.4               15.5
## 1274  1253.391430   17415266.00                  6.6                6.4
## 1275           NA            NA                  1.4                1.5
## 1276   829.758688      76569.00                  7.0                6.8
## 1277  3658.638320     821817.00                  4.1                3.8
## 1278  5458.121718    7381579.00                  2.4                2.4
## 1279   218.259970   26937738.00                  1.3                1.3
## 1280  1821.878734     191266.00                  5.6                5.4
## 1281    51.656816   14161437.00                 22.0               22.4
## 1282           NA            NA                  7.6                7.4
## 1283           NA            NA                  5.5                5.5
## 1284           NA            NA                  0.2                0.2
## 1285   348.381417      45461.00                  8.2                8.2
## 1286   571.518830    2443659.00                  2.4                2.5
## 1287  6269.581230            NA                  5.6                5.5
## 1288           NA            NA                 13.7               13.7
## 1289  8352.817110    1489193.00                  6.9                6.8
## 1290   835.889980    1554989.00                  8.5                8.3
## 1291  1889.213962    5396774.00                  3.9                3.9
## 1292  2576.124957     746314.00                  5.6                5.4
## 1293   681.792587   27649925.00                 16.3               16.7
## 1294  1366.879112     718239.00                  1.4                1.3
## 1295  1443.991929   19552542.00                  1.0                9.9
## 1296   375.581987    1764636.00                  1.5                1.3
## 1297           NA            NA                  0.2                0.2
## 1298  1815.489496      83521.00                  2.3                2.2
## 1299  7645.214690     251339.00                  7.7                7.4
## 1300  1214.556667      92325.00                  0.2                0.2
## 1301  4234.554443     189194.00                  0.2                0.1
## 1302   147.586896       8942.00                  5.8                5.7
## 1303  5714.479370    1914414.00                  9.2                9.0
## 1304  2351.812429   27697912.00                  5.4                5.1
## 1305   788.632653     723868.00                  6.9                6.7
## 1306    33.424498    9679745.00                  9.3                9.3
## 1307           NA            NA                  3.1                3.3
## 1308  9344.987518            NA                  5.5                5.4
## 1309   391.791281     125128.00                  1.3                1.2
## 1310    43.979713    3145483.00                  9.2                9.1
## 1311  4136.689919     768514.00                  5.5                5.3
## 1312  4623.467120     121971.00                  2.3                2.3
## 1313  1281.516000     289928.00                  6.4                6.2
## 1314  1316.989660  185546257.00                 19.4               19.8
## 1315  8553.384700  194895996.00                  3.0                2.9
## 1316  1922.413880     587482.00                  1.1                1.2
## 1317   197.551233      32432.00                  3.0                3.1
## 1318   177.285187     362863.00                  8.8                8.9
## 1319  2741.115420            NA                  3.6                3.4
## 1320  1738.882200    1562974.00                  6.3                6.2
## 1321   227.779471    4739147.00                  1.1                1.2
## 1322  1432.227943   26962563.00                  6.4                6.3
## 1323  8161.369660     479947.00                  1.0                0.9
## 1324  6858.163158     515148.00                  3.5                3.4
## 1325   879.475486      48225.00                  2.9                3.0
## 1326   382.549940       2771.00                 15.2               15.0
## 1327  5821.353970      73287.00                  2.3                2.3
## 1328    12.989164   17899562.00                  6.7                6.8
## 1329  3634.276850   24577511.00                  1.6                1.5
## 1330   986.131770   13133589.00                  8.8                8.7
## 1331   734.949246      85858.00                  0.2                0.2
## 1332  7296.122479    7492561.00                  2.1                2.1
## 1333 19152.531000    1341588.00                  5.9                6.1
## 1334           NA            NA                  1.8                1.7
## 1335  2599.596259    6127837.00                  2.1                2.0
## 1336   747.981745    2145652.00                 11.0               11.1
## 1337           NA            NA                  2.1                2.2
## 1338   962.312164     335824.00                  1.6                1.5
## 1339    48.615520     923825.00                 12.1               12.1
## 1340   393.884352   26214847.00                 17.2               17.8
## 1341           NA            NA                  4.3                4.4
## 1342           NA    2325443.00                  6.4                6.2
## 1343  1975.464770     613997.00                  1.8                1.7
## 1344  1779.496410    2917456.00                  7.9                7.7
## 1345   527.920000       5437.00                  3.5                3.4
## 1346  2892.522663      11689.00                  0.1                0.1
## 1347    92.816252     423724.00                  8.2                8.1
## 1348   621.933720     611627.00                  7.5                7.4
## 1349           NA            NA                  4.4                4.4
## 1350  3942.982700     187665.00                  0.2                0.1
## 1351   111.227396     155456.00                  6.2                6.0
## 1352 19941.455320    1314545.00                  1.9                1.9
## 1353    38.465780    8832285.00                  3.7                3.6
## 1354  1842.444210      99184.00                  0.1                0.1
## 1355   216.681584      19968.00                 15.3               15.4
## 1356  3719.973510    2728777.00                  1.9                1.8
## 1357           NA            NA                  2.1                2.1
## 1358  1586.254000   22983822.00                  1.8                1.8
## 1359   586.836400            NA                  5.5                5.4
## 1360  2472.197831     443958.00                  2.6                2.3
## 1361   263.272360       9882.00                  0.1                0.1
## 1362  8476.615110            NA                  7.1                6.9
## 1363  1295.649726     252447.00                  6.0                6.0
## 1364  3572.851300     233717.00                  2.8                2.8
## 1365   193.741571   12852755.00                  1.6                1.5
## 1366  1167.535689     347541.00                  9.2                8.9
## 1367   449.961839      44423.00                  9.1                9.1
## 1368  3844.891230       2966.00                 15.1               15.0
## 1369   522.951116    3325612.00                  1.6                1.6
## 1370   135.762386    7462445.00                 11.5               11.3
## 1371           NA            NA                  0.3                0.3
## 1372    21.768798    3614639.00                  9.9                9.9
## 1373  1495.963370     133144.00                  6.2                6.6
## 1374  1158.282672      51679.00                  1.2                1.2
## 1375   148.852738    1786638.00                  6.5                6.3
## 1376    25.448414      37577.00                  3.0                3.1
## 1377   689.678423   14138216.00                  9.2                9.0
## 1378  1373.515636      45216.00                  9.2                9.1
## 1379           NA            NA                 14.4               15.2
## 1380  1996.719689   25914879.00                  1.4                1.4
## 1381           NA            NA                  3.5                3.6
##      Income.composition.of.resources Schooling
## 1                              0.461       7.0
## 2                              0.565      10.0
## 3                              0.614      11.6
## 4                              0.363       6.4
## 5                              0.575      11.4
## 6                              0.620      11.2
## 7                              0.580      11.8
## 8                              0.542      10.4
## 9                              0.586      11.9
## 10                             0.584      10.7
## 11                             0.543       9.8
## 12                             0.819      16.3
## 13                             0.740      14.0
## 14                             0.698      14.5
## 15                             0.521      10.0
## 16                             0.500       9.0
## 17                             0.784      14.9
## 18                             0.730      13.0
## 19                             0.553       9.0
## 20                             0.625      11.6
## 21                             0.620      11.5
## 22                             0.649      13.8
## 23                             0.788      12.6
## 24                             0.771      15.0
## 25                             0.682      11.4
## 26                             0.432      10.0
## 27                             0.798      14.7
## 28                             0.658      11.3
## 29                             0.724      12.1
## 30                                NA        NA
## 31                             0.000      11.4
## 32                             0.454       9.8
## 33                             0.440      10.5
## 34                             0.690      12.3
## 35                             0.799      14.6
## 36                             0.620      14.6
## 37                             0.750      15.5
## 38                             0.506       9.3
## 39                             0.683      13.7
## 40                             0.406       9.3
## 41                             0.646      11.5
## 42                             0.366       7.1
## 43                             0.373       6.5
## 44                                NA        NA
## 45                             0.622      11.4
## 46                             0.467       6.3
## 47                             0.677      12.4
## 48                             0.737      13.1
## 49                             0.618      10.5
## 50                             0.640      10.9
## 51                             0.793      14.3
## 52                             0.735      13.1
## 53                             0.329       5.5
## 54                             0.719      13.4
## 55                             0.372      10.1
## 56                             0.401       7.2
## 57                                NA        NA
## 58                             0.633      10.3
## 59                             0.788      12.6
## 60                             0.414       8.8
## 61                             0.762      13.5
## 62                             0.581      11.1
## 63                                NA        NA
## 64                             0.415       6.4
## 65                             0.477       9.2
## 66                             0.728      13.1
## 67                             0.554       8.4
## 68                             0.742      13.3
## 69                             0.496       9.4
## 70                             0.445       9.3
## 71                             0.654      11.9
## 72                             0.728      11.6
## 73                             0.780      15.5
## 74                             0.688      12.9
## 75                             0.700      12.9
## 76                             0.723      12.7
## 77                             0.457       5.5
## 78                             0.493       8.2
## 79                             0.550      11.1
## 80                             0.734      12.8
## 81                             0.735      13.1
## 82                             0.502       9.2
## 83                             0.466       9.0
## 84                                NA        NA
## 85                             0.445       7.7
## 86                             0.333       5.5
## 87                             0.624      11.0
## 88                                NA        NA
## 89                             0.559      11.7
## 90                             0.646      12.1
## 91                             0.407       9.2
## 92                             0.298       4.0
## 93                             0.822      16.1
## 94                             0.666      11.8
## 95                             0.531      10.4
## 96                             0.722      12.5
## 97                             0.646      12.8
## 98                             0.693      14.6
## 99                                NA        NA
## 100                               NA        NA
## 101                            0.807      16.2
## 102                            0.686      12.3
## 103                            0.746      13.6
## 104                            0.456       8.2
## 105                            0.785      13.0
## 106                            0.738      13.6
## 107                            0.646      12.3
## 108                            0.577      10.6
## 109                            0.625      11.4
## 110                            0.292       6.7
## 111                            0.738      14.0
## 112                            0.596      11.9
## 113                            0.396       8.5
## 114                            0.491       9.4
## 115                            0.680      10.9
## 116                            0.000       3.8
## 117                            0.737      13.1
## 118                            0.492       9.5
## 119                            0.685      12.7
## 120                            0.500       9.7
## 121                            0.698      13.0
## 122                            0.632      12.1
## 123                            0.770      14.2
## 124                            0.506      10.4
## 125                            0.516       9.4
## 126                            0.517       9.8
## 127                            0.724      14.0
## 128                            0.448       9.3
## 129                            0.678      11.9
## 130                            0.668      11.9
## 131                            0.660      13.0
## 132                            0.775      14.4
## 133                            0.507       9.6
## 134                            0.698      12.6
## 135                            0.479      10.9
## 136                            0.755      13.5
## 137                            0.646      12.4
## 138                            0.552       9.1
## 139                            0.727      15.5
## 140                            0.000      10.5
## 141                            0.814      15.4
## 142                            0.376       8.1
## 143                            0.000      10.3
## 144                            0.744      13.3
## 145                            0.703      11.6
## 146                            0.443      10.6
## 147                            0.620      11.7
## 148                            0.647      12.5
## 149                            0.643      10.3
## 150                               NA        NA
## 151                            0.618      12.5
## 152                            0.629      11.4
## 153                            0.434       9.8
## 154                            0.836      16.1
## 155                            0.460       6.3
## 156                            0.756      12.8
## 157                            0.714      12.6
## 158                            0.523      11.0
## 159                               NA        NA
## 160                            0.426       9.9
## 161                            0.567      11.8
## 162                            0.593      11.8
## 163                               NA        NA
## 164                            0.787      14.8
## 165                            0.795      15.0
## 166                            0.439       7.6
## 167                            0.551       9.8
## 168                            0.659      12.3
## 169                            0.637      11.8
## 170                               NA        NA
## 171                            0.409       5.6
## 172                            0.617      11.2
## 173                               NA        NA
## 174                            0.766      14.1
## 175                            0.582      10.7
## 176                            0.000      10.2
## 177                            0.793      15.0
## 178                            0.710      13.2
## 179                            0.475       8.7
## 180                            0.730      13.8
## 181                            0.671      12.4
## 182                            0.694      11.9
## 183                            0.575      10.0
## 184                            0.581      12.3
## 185                            0.603       8.6
## 186                            0.555      12.2
## 187                            0.625      11.0
## 188                            0.000      10.1
## 189                            0.405       5.3
## 190                            0.000       9.2
## 191                            0.697      12.1
## 192                            0.000      14.3
## 193                            0.823      17.3
## 194                            0.000       3.9
## 195                            0.000       0.0
## 196                            0.613      11.2
## 197                            0.000       0.0
## 198                            0.371       8.2
## 199                            0.000      10.4
## 200                            0.752      13.7
## 201                            0.703      12.2
## 202                            0.780      13.0
## 203                            0.787      15.0
## 204                            0.676      12.1
## 205                            0.485      10.8
## 206                            0.715      13.0
## 207                            0.718      13.1
## 208                            0.572      11.3
## 209                            0.467      10.7
## 210                            0.513       7.3
## 211                            0.623      11.2
## 212                            0.774      12.6
## 213                            0.776      16.3
## 214                            0.338       5.5
## 215                            0.709      12.5
## 216                            0.315       5.7
## 217                            0.715      11.6
## 218                            0.491       8.1
## 219                            0.000       0.0
## 220                            0.597      11.1
## 221                            0.512       9.6
## 222                            0.270       3.1
## 223                            0.754      14.7
## 224                            0.405       8.1
## 225                            0.788      12.4
## 226                            0.725      13.2
## 227                            0.666      11.6
## 228                            0.518      11.6
## 229                            0.668      10.9
## 230                            0.433       8.7
## 231                            0.700      12.4
## 232                            0.453       8.0
## 233                            0.398       8.8
## 234                            0.561       9.6
## 235                            0.603      12.5
## 236                            0.000       0.0
## 237                            0.636      10.2
## 238                            0.694      12.0
## 239                            0.611      11.7
## 240                            0.636      13.2
## 241                            0.404       5.1
## 242                            0.521       7.5
## 243                            0.614      10.7
## 244                            0.487       7.7
## 245                            0.293       3.8
## 246                            0.436      10.0
## 247                            0.636      11.6
## 248                            0.702      13.1
## 249                            0.427       9.8
## 250                            0.682      12.9
## 251                            0.451       9.5
## 252                               NA        NA
## 253                            0.746      12.8
## 254                            0.714      12.1
## 255                            0.421       9.7
## 256                            0.755      13.5
## 257                            0.459       8.0
## 258                            0.636      10.3
## 259                            0.607      13.7
## 260                            0.642      11.7
## 261                            0.444       6.5
## 262                            0.000      11.1
## 263                            0.465      10.3
## 264                            0.499       9.0
## 265                            0.755      13.7
## 266                            0.000      10.5
## 267                            0.784      14.7
## 268                            0.798      15.6
## 269                            0.531      11.4
## 270                            0.575      10.2
## 271                            0.526      11.2
## 272                            0.318       6.6
## 273                            0.612      11.1
## 274                               NA        NA
## 275                            0.812      15.5
## 276                            0.504      10.2
## 277                            0.718      14.3
## 278                            0.396       7.3
## 279                            0.669      12.5
## 280                            0.494       8.7
## 281                            0.504       8.5
## 282                            0.704      11.8
## 283                            0.451       5.9
## 284                            0.673      11.7
## 285                            0.535       9.7
## 286                            0.677      12.7
## 287                            0.700      12.6
## 288                            0.795      15.4
## 289                            0.625      11.3
## 290                            0.748      15.7
## 291                            0.426       9.4
## 292                               NA        NA
## 293                            0.771      15.6
## 294                            0.536      11.1
## 295                            0.767      14.0
## 296                               NA        NA
## 297                            0.692      12.3
## 298                            0.356       5.9
## 299                            0.720      13.1
## 300                            0.394       9.8
## 301                            0.766      14.8
## 302                            0.000       0.0
## 303                            0.755      13.5
## 304                            0.712      13.3
## 305                            0.452       8.1
## 306                               NA        NA
## 307                            0.502      10.5
## 308                            0.435       7.1
## 309                            0.812      15.9
## 310                            0.613      12.9
## 311                            0.596      10.4
## 312                            0.542       8.2
## 313                            0.643      13.5
## 314                            0.725      13.5
## 315                            0.630      11.5
## 316                            0.633      11.6
## 317                            0.513       8.6
## 318                            0.508      10.3
## 319                            0.607       8.7
## 320                            0.592      10.8
## 321                            0.724      13.6
## 322                            0.602      11.9
## 323                            0.554      10.9
## 324                            0.473       8.9
## 325                            0.749      15.8
## 326                            0.686      11.8
## 327                            0.735      13.0
## 328                            0.792      14.3
## 329                            0.642      12.7
## 330                            0.000       8.8
## 331                            0.717      12.7
## 332                            0.580       9.2
## 333                            0.428       9.9
## 334                            0.476       7.1
## 335                            0.664      12.0
## 336                            0.417       7.5
## 337                            0.826      17.3
## 338                               NA        NA
## 339                            0.298       4.9
## 340                            0.353       7.9
## 341                            0.382       9.8
## 342                            0.599      12.1
## 343                            0.765      14.7
## 344                            0.720      13.3
## 345                            0.478       7.0
## 346                            0.697      12.7
## 347                            0.451       9.9
## 348                            0.719      15.0
## 349                            0.556      11.7
## 350                            0.589      12.6
## 351                            0.644      12.7
## 352                            0.441      10.1
## 353                            0.852      16.4
## 354                            0.541      11.1
## 355                            0.754      14.0
## 356                            0.651      12.2
## 357                            0.635      13.0
## 358                            0.405       5.0
## 359                            0.688      11.6
## 360                            0.405       8.9
## 361                            0.646      13.5
## 362                            0.000      11.6
## 363                            0.427      11.6
## 364                            0.468       7.5
## 365                               NA        NA
## 366                            0.459      10.0
## 367                            0.534      11.3
## 368                            0.404      11.0
## 369                            0.319       5.9
## 370                            0.669      11.5
## 371                               NA        NA
## 372                            0.792      16.3
## 373                            0.468       8.0
## 374                            0.331       5.1
## 375                            0.464      12.0
## 376                            0.835      15.6
## 377                            0.562      11.0
## 378                            0.688      13.1
## 379                            0.733      13.1
## 380                            0.692      12.8
## 381                            0.579      10.7
## 382                            0.763      14.5
## 383                            0.559      11.0
## 384                            0.760      15.3
## 385                            0.640      11.7
## 386                            0.679      12.3
## 387                            0.813      14.8
## 388                            0.679      11.7
## 389                            0.673      12.0
## 390                            0.596      10.2
## 391                            0.424      10.1
## 392                            0.615      12.2
## 393                            0.725      13.4
## 394                            0.507      10.4
## 395                            0.582      11.2
## 396                            0.739      13.2
## 397                            0.391      10.7
## 398                            0.514      10.4
## 399                            0.587       9.0
## 400                            0.421       8.0
## 401                               NA        NA
## 402                            0.602      10.9
## 403                            0.403       5.6
## 404                               NA        NA
## 405                            0.476       7.7
## 406                            0.523       8.4
## 407                            0.431       9.5
## 408                            0.669      11.5
## 409                            0.755      14.3
## 410                            0.723      12.9
## 411                            0.638      10.3
## 412                            0.593      11.9
## 413                            0.779      12.9
## 414                            0.000      10.7
## 415                            0.794      15.5
## 416                               NA        NA
## 417                            0.000      10.0
## 418                            0.620      12.9
## 419                            0.778      12.7
## 420                            0.673      12.2
## 421                               NA        NA
## 422                            0.520       8.6
## 423                            0.705      12.8
## 424                            0.557      10.2
## 425                            0.509       9.0
## 426                            0.392       8.9
## 427                            0.596      12.5
## 428                            0.553      10.9
## 429                            0.623      11.2
## 430                            0.742      11.5
## 431                            0.415       8.4
## 432                            0.863      16.5
## 433                            0.602      10.5
## 434                            0.000      11.0
## 435                            0.607      11.3
## 436                            0.450       8.9
## 437                            0.424       9.8
## 438                            0.618      11.4
## 439                            0.781      13.9
## 440                            0.805      15.7
## 441                            0.747      15.0
## 442                            0.520      10.5
## 443                            0.722      12.7
## 444                            0.790      12.6
## 445                            0.385       9.9
## 446                            0.348       8.0
## 447                            0.422       6.6
## 448                            0.394       5.5
## 449                            0.529       7.6
## 450                            0.737      13.4
## 451                            0.741      14.0
## 452                            0.494       9.0
## 453                            0.495      10.7
## 454                            0.468       8.1
## 455                            0.725      12.8
## 456                            0.705      12.5
## 457                            0.765      12.9
## 458                            0.787      15.5
## 459                            0.767      12.4
## 460                            0.708      11.7
## 461                            0.716      13.7
## 462                            0.800      14.3
## 463                            0.790      12.6
## 464                            0.735      13.4
## 465                            0.749      12.3
## 466                            0.676      13.2
## 467                            0.734      14.2
## 468                            0.601      11.1
## 469                            0.616      10.5
## 470                            0.334       4.9
## 471                            0.588      10.0
## 472                            0.636      11.5
## 473                            0.632      12.2
## 474                            0.742      11.8
## 475                            0.773      13.7
## 476                            0.361       6.8
## 477                            0.380       8.3
## 478                            0.000       0.0
## 479                            0.509       9.8
## 480                            0.683      12.2
## 481                            0.502       9.9
## 482                               NA        NA
## 483                            0.739      13.2
## 484                            0.000       7.3
## 485                            0.565      11.6
## 486                            0.615      11.6
## 487                            0.729      14.8
## 488                            0.732      12.7
## 489                            0.000      15.6
## 490                            0.000       0.0
## 491                            0.543      12.0
## 492                            0.661      12.2
## 493                            0.703      14.5
## 494                            0.679      11.8
## 495                            0.444       7.9
## 496                            0.714      12.4
## 497                            0.499       8.1
## 498                            0.446       6.5
## 499                            0.633      11.5
## 500                            0.609      10.5
## 501                            0.683      10.8
## 502                            0.470       8.7
## 503                            0.709      12.9
## 504                            0.476      10.0
## 505                            0.700      11.6
## 506                            0.464      10.8
## 507                            0.774      14.7
## 508                            0.588       9.4
## 509                            0.268       4.4
## 510                            0.686      13.8
## 511                               NA        NA
## 512                               NA        NA
## 513                            0.470       6.3
## 514                            0.755      13.6
## 515                            0.484      10.2
## 516                            0.545      10.3
## 517                            0.686      13.1
## 518                            0.000       0.0
## 519                            0.370       7.1
## 520                            0.000      10.6
## 521                            0.523      11.4
## 522                               NA        NA
## 523                            0.616       9.4
## 524                            0.558      10.7
## 525                            0.000      10.4
## 526                            0.769      14.2
## 527                            0.514      10.6
## 528                            0.610      14.0
## 529                            0.464       9.8
## 530                               NA        NA
## 531                            0.492       9.3
## 532                            0.466       8.7
## 533                            0.000      10.2
## 534                            0.541      11.4
## 535                               NA        NA
## 536                            0.649      10.1
## 537                            0.622      10.9
## 538                            0.473       9.2
## 539                            0.833      16.2
## 540                            0.636      10.7
## 541                            0.343       7.2
## 542                            0.719      11.6
## 543                            0.700      12.9
## 544                            0.607      11.1
## 545                            0.306       5.7
## 546                            0.416       9.6
## 547                            0.503      10.2
## 548                            0.666      12.5
## 549                            0.268       4.5
## 550                            0.706      12.7
## 551                            0.630      12.8
## 552                            0.843      16.1
## 553                            0.705      13.1
## 554                            0.663      11.5
## 555                            0.646      12.0
## 556                            0.617      10.7
## 557                            0.651      12.9
## 558                            0.649      11.2
## 559                            0.642      10.4
## 560                            0.641      11.7
## 561                            0.769      14.7
## 562                            0.506       8.4
## 563                            0.483       9.7
## 564                            0.459      10.7
## 565                            0.693      13.0
## 566                            0.396       4.0
## 567                            0.788      16.3
## 568                            0.439      10.7
## 569                            0.611      11.1
## 570                            0.402       5.2
## 571                            0.411       8.2
## 572                            0.464       6.3
## 573                            0.545      12.3
## 574                            0.777      15.6
## 575                            0.856      16.5
## 576                            0.456      10.5
## 577                            0.463       9.8
## 578                            0.737      14.4
## 579                            0.788      15.5
## 580                            0.687      11.9
## 581                            0.607      12.5
## 582                            0.447       6.6
## 583                            0.746      14.8
## 584                            0.427       7.6
## 585                            0.718      12.6
## 586                            0.733      13.6
## 587                            0.473      10.9
## 588                            0.699      12.8
## 589                            0.683      13.2
## 590                            0.850      16.6
## 591                            0.730      13.2
## 592                            0.716      13.8
## 593                            0.000      14.4
## 594                               NA        NA
## 595                            0.648      11.4
## 596                               NA        NA
## 597                            0.678      13.2
## 598                            0.681      13.1
## 599                            0.682      12.7
## 600                            0.782      14.1
## 601                            0.474       9.6
## 602                            0.742      14.2
## 603                            0.366      10.0
## 604                            0.692      13.0
## 605                            0.632      14.0
## 606                            0.479      10.1
## 607                            0.743      12.9
## 608                            0.000       5.0
## 609                            0.461       7.2
## 610                            0.412       8.6
## 611                            0.624      12.6
## 612                            0.497       9.4
## 613                            0.455       7.8
## 614                            0.631      12.2
## 615                            0.546       8.5
## 616                            0.412       7.6
## 617                            0.688      12.3
## 618                            0.784      14.0
## 619                            0.747      14.3
## 620                            0.750      13.5
## 621                            0.649      12.7
## 622                            0.753      14.2
## 623                            0.704      12.5
## 624                               NA        NA
## 625                            0.421       4.9
## 626                            0.703      11.5
## 627                            0.447      10.7
## 628                            0.539      11.4
## 629                            0.484       8.1
## 630                            0.838      15.0
## 631                            0.511      10.0
## 632                            0.740      12.9
## 633                            0.556      11.8
## 634                               NA        NA
## 635                            0.818      14.6
## 636                            0.574      11.8
## 637                            0.783      13.0
## 638                            0.000      10.6
## 639                            0.692      14.6
## 640                            0.776      14.0
## 641                            0.745      12.3
## 642                            0.000       4.3
## 643                            0.525      10.0
## 644                            0.401       9.1
## 645                            0.784      15.5
## 646                            0.790      15.0
## 647                            0.610      11.9
## 648                            0.390       7.3
## 649                            0.484      11.1
## 650                            0.721      13.4
## 651                            0.677      13.4
## 652                            0.535       8.9
## 653                            0.733      13.2
## 654                            0.488       9.0
## 655                            0.628      11.2
## 656                            0.781      14.5
## 657                            0.690      12.9
## 658                            0.000       0.0
## 659                            0.505       8.6
## 660                            0.758      12.9
## 661                            0.709      11.7
## 662                            0.822      15.0
## 663                            0.558      10.9
## 664                            0.686      12.9
## 665                            0.684      12.6
## 666                            0.455       8.2
## 667                            0.751      15.8
## 668                            0.338       5.9
## 669                            0.365       6.3
## 670                            0.675      11.2
## 671                            0.639      12.1
## 672                            0.770      13.9
## 673                            0.793      15.6
## 674                            0.666      13.0
## 675                            0.426       9.5
## 676                            0.465       7.9
## 677                            0.688      12.8
## 678                            0.557       9.9
## 679                            0.775      14.2
## 680                            0.696      12.1
## 681                            0.816      15.3
## 682                            0.693      12.6
## 683                            0.785      14.6
## 684                            0.700      14.6
## 685                            0.681      13.3
## 686                               NA        NA
## 687                            0.657      11.9
## 688                            0.675      12.0
## 689                            0.695      12.8
## 690                            0.696      12.8
## 691                            0.761      13.8
## 692                            0.820      16.5
## 693                            0.523      11.1
## 694                            0.783      13.9
## 695                            0.744      15.2
## 696                            0.551      12.4
## 697                            0.734      13.8
## 698                            0.464      10.9
## 699                            0.720      12.3
## 700                            0.613      12.5
## 701                            0.757      14.6
## 702                            0.000       0.0
## 703                            0.641      11.7
## 704                            0.835      15.0
## 705                            0.370       6.7
## 706                            0.611      12.9
## 707                            0.636      12.4
## 708                            0.000      15.1
## 709                            0.393      10.3
## 710                            0.682      10.7
## 711                            0.769      13.9
## 712                            0.782      16.1
## 713                            0.727      12.8
## 714                            0.546      10.6
## 715                            0.694      11.4
## 716                            0.438      10.4
## 717                            0.381       6.8
## 718                            0.253       2.8
## 719                            0.737      13.8
## 720                            0.636      12.3
## 721                            0.741      13.6
## 722                            0.575       9.0
## 723                            0.559      11.7
## 724                            0.395       6.6
## 725                            0.415       6.4
## 726                            0.442       6.6
## 727                               NA        NA
## 728                            0.468       6.8
## 729                            0.716      12.1
## 730                            0.341       7.3
## 731                            0.580      10.8
## 732                            0.000       8.2
## 733                            0.332       7.0
## 734                            0.824      16.8
## 735                            0.487       9.3
## 736                            0.695      13.3
## 737                            0.498       9.0
## 738                            0.712      12.1
## 739                            0.496      10.4
## 740                            0.681      11.9
## 741                            0.735      12.9
## 742                            0.780      15.5
## 743                            0.483       8.4
## 744                            0.796      15.3
## 745                            0.546      10.8
## 746                               NA        NA
## 747                            0.000      12.4
## 748                            0.758      12.7
## 749                            0.590      10.8
## 750                            0.255       2.9
## 751                            0.599      12.4
## 752                            0.492      10.1
## 753                            0.325       5.8
## 754                            0.687      11.4
## 755                            0.677      12.6
## 756                            0.727      12.8
## 757                            0.470       8.6
## 758                            0.665      10.6
## 759                            0.687      13.6
## 760                            0.691      14.3
## 761                            0.587      11.8
## 762                            0.712      13.2
## 763                            0.569      10.4
## 764                            0.435      10.1
## 765                            0.712      14.7
## 766                            0.787      13.1
## 767                            0.735      12.3
## 768                            0.658      11.1
## 769                               NA        NA
## 770                            0.703      14.1
## 771                            0.729      12.8
## 772                            0.631      11.6
## 773                            0.720      13.3
## 774                            0.775      15.3
## 775                            0.829      15.4
## 776                            0.553       8.5
## 777                            0.415       9.1
## 778                            0.606      11.5
## 779                            0.000      14.8
## 780                            0.622      12.8
## 781                            0.707      13.2
## 782                            0.609      11.0
## 783                            0.350       6.1
## 784                            0.419       9.8
## 785                            0.783      14.1
## 786                            0.651      11.9
## 787                            0.458      10.0
## 788                            0.443      10.3
## 789                            0.000       0.0
## 790                            0.000      10.5
## 791                            0.377       6.7
## 792                            0.491       9.5
## 793                            0.818      15.1
## 794                            0.000       9.2
## 795                            0.507       9.7
## 796                            0.712      12.9
## 797                            0.617      11.2
## 798                            0.381       7.3
## 799                            0.569       9.8
## 800                               NA        NA
## 801                            0.834      15.8
## 802                            0.708      12.7
## 803                            0.388       3.7
## 804                               NA        NA
## 805                            0.739      12.2
## 806                            0.810      15.8
## 807                            0.700      13.0
## 808                            0.625      11.5
## 809                            0.679      12.6
## 810                            0.773      12.7
## 811                            0.000       3.5
## 812                            0.473      10.8
## 813                            0.527      10.3
## 814                            0.737      13.9
## 815                            0.576      12.1
## 816                            0.779      12.1
## 817                            0.723      14.6
## 818                            0.422       6.6
## 819                            0.494      10.1
## 820                            0.817      15.3
## 821                            0.779      15.2
## 822                            0.709      13.2
## 823                            0.483      10.1
## 824                            0.488       9.3
## 825                            0.309       7.2
## 826                            0.000       0.0
## 827                            0.577      11.3
## 828                            0.625      14.3
## 829                            0.542       9.9
## 830                            0.794      14.7
## 831                            0.609      11.1
## 832                               NA        NA
## 833                            0.435       8.4
## 834                            0.612      11.5
## 835                            0.457       8.2
## 836                            0.754      15.2
## 837                            0.444       7.5
## 838                            0.454       8.2
## 839                            0.345       5.4
## 840                            0.367       8.3
## 841                               NA        NA
## 842                            0.489       9.2
## 843                            0.383       9.9
## 844                            0.721      12.7
## 845                            0.419       4.9
## 846                            0.393       8.1
## 847                            0.653      11.1
## 848                            0.439       8.9
## 849                            0.721      12.4
## 850                            0.000      11.8
## 851                            0.410       5.0
## 852                            0.613      11.6
## 853                            0.625      11.6
## 854                            0.724      12.8
## 855                            0.000       8.5
## 856                            0.656      12.1
## 857                               NA        NA
## 858                            0.713      13.4
## 859                            0.798      15.6
## 860                            0.716      12.1
## 861                            0.387      10.1
## 862                            0.400       9.6
## 863                            0.453      10.8
## 864                            0.747      15.2
## 865                            0.499       8.2
## 866                            0.739      13.4
## 867                            0.404       7.6
## 868                            0.785      14.0
## 869                            0.750      14.0
## 870                            0.759      13.5
## 871                            0.755      15.1
## 872                            0.724      14.0
## 873                            0.452      10.1
## 874                            0.812      15.3
## 875                               NA        NA
## 876                            0.441       8.7
## 877                            0.372       3.3
## 878                            0.677      11.8
## 879                            0.475      10.7
## 880                            0.604      10.1
## 881                            0.802      15.2
## 882                            0.734      15.3
## 883                            0.613      10.8
## 884                            0.649      12.0
## 885                            0.583       9.2
## 886                               NA        NA
## 887                            0.677      12.9
## 888                            0.681      12.5
## 889                            0.497       9.4
## 890                            0.290       5.9
## 891                            0.640      12.3
## 892                            0.000      11.0
## 893                            0.283       4.3
## 894                               NA        NA
## 895                            0.586       9.2
## 896                            0.674      11.9
## 897                            0.474       8.7
## 898                            0.715      13.0
## 899                            0.809      15.3
## 900                               NA        NA
## 901                            0.498      11.1
## 902                            0.375       8.5
## 903                            0.612      12.4
## 904                            0.760      12.4
## 905                            0.638      12.8
## 906                            0.572      10.6
## 907                            0.682      13.0
## 908                            0.387       9.7
## 909                            0.474       5.6
## 910                            0.000      14.9
## 911                            0.586      11.4
## 912                            0.484      12.0
## 913                            0.405       5.3
## 914                            0.501       9.6
## 915                            0.714      12.5
## 916                            0.000       3.9
## 917                            0.650      11.7
## 918                            0.455       7.2
## 919                            0.689      13.2
## 920                            0.698      13.8
## 921                            0.748      12.7
## 922                            0.422       8.4
## 923                            0.609      10.5
## 924                            0.450       8.2
## 925                            0.723      13.5
## 926                               NA        NA
## 927                            0.715      13.2
## 928                            0.533      11.8
## 929                            0.620      12.5
## 930                            0.741      13.1
## 931                            0.563       8.7
## 932                            0.661      13.8
## 933                            0.441       8.4
## 934                            0.757      14.4
## 935                            0.616      12.9
## 936                            0.000      11.3
## 937                            0.494       8.3
## 938                            0.599      11.5
## 939                            0.673      13.4
## 940                            0.731      12.7
## 941                            0.725      11.9
## 942                            0.707      14.4
## 943                               NA        NA
## 944                            0.596      10.8
## 945                            0.457       8.5
## 946                            0.733      14.8
## 947                            0.444       6.3
## 948                            0.768      13.9
## 949                            0.386      10.5
## 950                            0.000      15.4
## 951                            0.526       9.4
## 952                            0.616      10.6
## 953                            0.318       6.7
## 954                            0.711      13.1
## 955                            0.714      12.0
## 956                            0.670      13.2
## 957                            0.814      16.2
## 958                            0.673      12.4
## 959                            0.736      15.8
## 960                            0.446      10.4
## 961                            0.303       5.5
## 962                            0.673      12.8
## 963                            0.723      12.2
## 964                            0.681      12.8
## 965                            0.732      14.4
## 966                            0.747      12.5
## 967                            0.778      13.8
## 968                               NA        NA
## 969                               NA        NA
## 970                            0.789      12.6
## 971                            0.560      11.8
## 972                            0.396       7.9
## 973                            0.646      10.4
## 974                               NA        NA
## 975                            0.720      14.7
## 976                            0.687      12.3
## 977                            0.360       8.2
## 978                            0.510       8.7
## 979                            0.548      10.5
## 980                            0.451       6.7
## 981                            0.592      11.0
## 982                            0.401       8.1
## 983                            0.674      13.2
## 984                            0.700      12.7
## 985                            0.597      12.0
## 986                            0.000       0.0
## 987                            0.563      10.5
## 988                            0.547      10.5
## 989                            0.430       8.2
## 990                            0.535       9.6
## 991                            0.000      10.6
## 992                            0.715      11.8
## 993                            0.421       9.2
## 994                            0.416       9.1
## 995                               NA        NA
## 996                               NA        NA
## 997                            0.447       8.4
## 998                            0.434       8.9
## 999                            0.754      13.1
## 1000                           0.416       5.0
## 1001                           0.408       6.2
## 1002                              NA        NA
## 1003                           0.666      11.6
## 1004                           0.000      10.3
## 1005                           0.515      11.1
## 1006                           0.820      14.9
## 1007                           0.000      14.1
## 1008                           0.589      10.3
## 1009                           0.691      13.4
## 1010                           0.592       9.1
## 1011                           0.701      12.9
## 1012                           0.449      11.0
## 1013                           0.570      10.0
## 1014                           0.604      12.5
## 1015                           0.664      12.4
## 1016                           0.746      14.7
## 1017                           0.791      12.6
## 1018                           0.384       8.7
## 1019                           0.757      13.5
## 1020                           0.475      10.5
## 1021                           0.698      14.5
## 1022                           0.745      11.9
## 1023                           0.669      13.3
## 1024                           0.378       7.6
## 1025                           0.480       8.5
## 1026                           0.774      15.5
## 1027                           0.769      14.3
## 1028                           0.591      10.8
## 1029                           0.737      13.6
## 1030                           0.669      12.3
## 1031                           0.000      11.9
## 1032                           0.477       8.9
## 1033                           0.589      10.7
## 1034                           0.720      13.5
## 1035                           0.662      11.4
## 1036                           0.475      12.0
## 1037                           0.756      15.1
## 1038                           0.406      10.6
## 1039                           0.700      12.7
## 1040                           0.000      10.3
## 1041                           0.438       8.9
## 1042                           0.592      10.8
## 1043                           0.477       9.1
## 1044                           0.735      13.4
## 1045                              NA        NA
## 1046                           0.492       9.4
## 1047                           0.754      14.0
## 1048                              NA        NA
## 1049                           0.378       3.5
## 1050                           0.686      12.3
## 1051                           0.418       5.0
## 1052                           0.000      14.6
## 1053                           0.763      13.3
## 1054                           0.601      11.0
## 1055                           0.589       9.2
## 1056                           0.604      11.4
## 1057                           0.703      12.1
## 1058                           0.786      14.4
## 1059                           0.527      10.0
## 1060                           0.697      12.6
## 1061                           0.000       3.9
## 1062                           0.429      10.9
## 1063                           0.409       9.1
## 1064                           0.684      11.0
## 1065                           0.825      16.6
## 1066                           0.702      13.0
## 1067                           0.430       8.5
## 1068                           0.395       7.3
## 1069                           0.759      12.6
## 1070                           0.589      11.3
## 1071                           0.668      12.4
## 1072                           0.644      11.7
## 1073                           0.569      10.4
## 1074                           0.581      10.0
## 1075                           0.775      14.6
## 1076                           0.592      10.9
## 1077                           0.487       9.7
## 1078                           0.000       8.8
## 1079                           0.000      10.4
## 1080                           0.434       8.9
## 1081                           0.731      13.3
## 1082                           0.445       8.9
## 1083                           0.712      12.1
## 1084                           0.706      13.7
## 1085                           0.714      14.9
## 1086                           0.000      10.2
## 1087                           0.675      12.5
## 1088                           0.261       2.9
## 1089                           0.777      14.6
## 1090                           0.440       8.8
## 1091                           0.514      10.0
## 1092                           0.529      12.0
## 1093                           0.000      10.9
## 1094                           0.488       7.2
## 1095                           0.436       7.7
## 1096                           0.401       5.9
## 1097                           0.734      14.9
## 1098                           0.692      12.3
## 1099                              NA        NA
## 1100                           0.824      14.7
## 1101                           0.381       5.4
## 1102                           0.688      10.8
## 1103                           0.553      10.8
## 1104                           0.834      15.3
## 1105                           0.456       8.0
## 1106                           0.000      12.0
## 1107                           0.773      12.9
## 1108                           0.699      14.8
## 1109                           0.478      10.0
## 1110                              NA        NA
## 1111                           0.440      10.6
## 1112                           0.406       5.9
## 1113                           0.700      11.8
## 1114                           0.733      13.7
## 1115                           0.797      15.8
## 1116                           0.618      11.4
## 1117                           0.579      10.7
## 1118                           0.525       9.4
## 1119                           0.621      12.4
## 1120                           0.470      10.0
## 1121                           0.307       4.2
## 1122                           0.738      13.3
## 1123                           0.268       4.5
## 1124                           0.700      12.4
## 1125                           0.704      13.0
## 1126                           0.434       8.7
## 1127                           0.829      16.1
## 1128                           0.562      10.1
## 1129                           0.569       9.0
## 1130                           0.658      10.1
## 1131                           0.444       9.1
## 1132                           0.494       9.9
## 1133                           0.773      14.7
## 1134                           0.668      11.0
## 1135                           0.504       9.7
## 1136                           0.596      10.5
## 1137                              NA        NA
## 1138                           0.341       5.3
## 1139                           0.476      10.5
## 1140                           0.667      12.1
## 1141                           0.613      11.3
## 1142                           0.426       8.6
## 1143                           0.420       8.4
## 1144                           0.428       6.9
## 1145                           0.325       5.1
## 1146                              NA        NA
## 1147                           0.000      14.9
## 1148                           0.583      10.8
## 1149                           0.511      10.5
## 1150                           0.454       9.5
## 1151                           0.637      12.2
## 1152                           0.621      11.3
## 1153                           0.696      13.2
## 1154                           0.648      12.1
## 1155                           0.608      11.1
## 1156                           0.668      12.3
## 1157                           0.745      12.6
## 1158                           0.841      16.5
## 1159                           0.687      12.6
## 1160                           0.477       8.3
## 1161                           0.805      15.0
## 1162                           0.466      10.3
## 1163                           0.737      13.1
## 1164                           0.506      10.2
## 1165                           0.554      11.7
## 1166                              NA        NA
## 1167                           0.653      12.1
## 1168                           0.675      11.9
## 1169                           0.656      12.3
## 1170                           0.000       4.7
## 1171                           0.678      12.5
## 1172                           0.000       0.0
## 1173                           0.771      13.6
## 1174                           0.657      11.5
## 1175                           0.611      10.7
## 1176                           0.451       8.5
## 1177                           0.685      14.3
## 1178                           0.519      10.6
## 1179                           0.709      13.3
## 1180                           0.695      12.9
## 1181                           0.700      13.5
## 1182                           0.377       9.6
## 1183                           0.392       7.0
## 1184                           0.719      12.7
## 1185                           0.771      15.4
## 1186                           0.444      10.6
## 1187                           0.697      12.3
## 1188                           0.658      11.5
## 1189                           0.656      11.5
## 1190                           0.830      16.5
## 1191                           0.685      12.3
## 1192                           0.000       0.0
## 1193                           0.418       9.6
## 1194                           0.505       6.7
## 1195                           0.690      11.7
## 1196                           0.618      11.3
## 1197                           0.566      11.7
## 1198                           0.527       8.0
## 1199                           0.728      12.8
## 1200                           0.578      11.3
## 1201                           0.757      14.8
## 1202                           0.627      12.7
## 1203                           0.423       8.1
## 1204                           0.322       5.1
## 1205                           0.477      10.7
## 1206                           0.750      14.3
## 1207                           0.803      15.0
## 1208                           0.417       4.9
## 1209                           0.733      12.9
## 1210                           0.345       7.1
## 1211                           0.758      14.6
## 1212                           0.709      14.7
## 1213                           0.278       3.5
## 1214                           0.721      11.9
## 1215                           0.418       9.5
## 1216                              NA        NA
## 1217                           0.437      10.7
## 1218                           0.483       9.1
## 1219                           0.756      14.0
## 1220                           0.493       8.6
## 1221                              NA        NA
## 1222                           0.625      11.4
## 1223                           0.691      12.9
## 1224                           0.763      13.3
## 1225                           0.736      12.7
## 1226                           0.361       2.9
## 1227                              NA        NA
## 1228                              NA        NA
## 1229                           0.764      15.0
## 1230                           0.706      13.1
## 1231                           0.597      10.7
## 1232                           0.415       9.9
## 1233                           0.736      12.3
## 1234                           0.752      12.2
## 1235                           0.738      13.3
## 1236                           0.665      12.4
## 1237                           0.506      10.0
## 1238                           0.756      14.3
## 1239                           0.514       9.8
## 1240                           0.601      12.1
## 1241                           0.773      12.5
## 1242                           0.792      15.1
## 1243                           0.693      12.8
## 1244                           0.631      11.8
## 1245                           0.737      14.0
## 1246                           0.790      12.5
## 1247                           0.835      16.1
## 1248                           0.615      11.6
## 1249                              NA        NA
## 1250                           0.825      17.3
## 1251                           0.739      13.6
## 1252                           0.618      12.6
## 1253                           0.530      11.1
## 1254                           0.463       9.3
## 1255                           0.796      15.7
## 1256                              NA        NA
## 1257                           0.745      13.4
## 1258                           0.798      16.2
## 1259                           0.507      10.3
## 1260                           0.566      10.3
## 1261                           0.659      12.0
## 1262                              NA        NA
## 1263                           0.828      16.0
## 1264                           0.714      13.1
## 1265                           0.530       8.5
## 1266                           0.466       8.8
## 1267                           0.745      13.4
## 1268                           0.000       0.0
## 1269                           0.461       8.9
## 1270                           0.723      14.8
## 1271                           0.781      15.0
## 1272                           0.481       9.2
## 1273                           0.705      12.8
## 1274                           0.599      10.3
## 1275                           0.463       8.0
## 1276                           0.479      10.6
## 1277                           0.699      13.9
## 1278                           0.743      13.5
## 1279                           0.686      13.3
## 1280                           0.562      11.1
## 1281                           0.450       5.4
## 1282                              NA        NA
## 1283                              NA        NA
## 1284                           0.639      11.7
## 1285                           0.347       7.1
## 1286                           0.599      10.1
## 1287                           0.732      15.7
## 1288                           0.488       8.5
## 1289                           0.645      12.4
## 1290                           0.404       7.5
## 1291                           0.717      13.2
## 1292                           0.618      10.7
## 1293                           0.538      12.3
## 1294                           0.485       9.6
## 1295                           0.426       6.8
## 1296                           0.323       4.8
## 1297                           0.638      11.7
## 1298                           0.603      11.3
## 1299                           0.678      12.4
## 1300                           0.000      12.2
## 1301                           0.698      12.9
## 1302                           0.416       4.5
## 1303                           0.630      12.1
## 1304                           0.631      10.2
## 1305                           0.484      10.8
## 1306                           0.346       6.6
## 1307                              NA        NA
## 1308                           0.752      15.4
## 1309                           0.318       5.2
## 1310                           0.448       8.4
## 1311                           0.638      10.3
## 1312                           0.761      13.9
## 1313                           0.479      11.0
## 1314                           0.542       7.8
## 1315                           0.714      13.8
## 1316                           0.514       9.6
## 1317                           0.681      12.0
## 1318                           0.376      10.4
## 1319                           0.679      12.1
## 1320                           0.570      12.5
## 1321                           0.302       7.0
## 1322                           0.576      11.7
## 1323                           0.794      16.5
## 1324                           0.691      11.9
## 1325                           0.683      13.9
## 1326                           0.760      14.0
## 1327                           0.754      13.6
## 1328                           0.456       8.2
## 1329                           0.662      12.3
## 1330                           0.387       7.3
## 1331                           0.000      10.4
## 1332                           0.761      13.8
## 1333                           0.772      12.6
## 1334                              NA        NA
## 1335                           0.663      12.1
## 1336                           0.604      10.6
## 1337                              NA        NA
## 1338                           0.770      15.7
## 1339                           0.475       9.8
## 1340                           0.486      10.0
## 1341                           0.710      12.6
## 1342                           0.651      11.6
## 1343                           0.636      11.6
## 1344                           0.776      12.9
## 1345                           0.678      11.5
## 1346                           0.695      14.6
## 1347                           0.514      10.7
## 1348                           0.434       9.7
## 1349                           0.684      12.4
## 1350                           0.693      12.9
## 1351                           0.488      10.4
## 1352                           0.860      16.5
## 1353                           0.660      12.3
## 1354                           0.679      13.5
## 1355                           0.735      13.4
## 1356                           0.689      11.1
## 1357                              NA        NA
## 1358                           0.632      10.9
## 1359                           0.747      15.9
## 1360                           0.650      11.3
## 1361                           0.676      13.7
## 1362                           0.705      10.7
## 1363                           0.486      10.0
## 1364                           0.728      14.2
## 1365                           0.670      12.4
## 1366                           0.475       7.2
## 1367                           0.345       6.4
## 1368                           0.764      14.0
## 1369                           0.753      15.5
## 1370                           0.310       5.4
## 1371                           0.000       0.0
## 1372                           0.000       4.4
## 1373                           0.751      12.3
## 1374                           0.494       9.3
## 1375                           0.610      10.6
## 1376                           0.690      12.1
## 1377                           0.360       5.8
## 1378                           0.569      11.3
## 1379                           0.655      12.0
## 1380                           0.674      13.5
## 1381                              NA        NA

Counties frequently appear in both groups above. For example, Afghanistan has a 3 listed for Adult.Mortality in one year, and all the others years fall between 260 and 320. Similar situations occur with many other counties such as Armenia, South Sudan, and Spain. It seems clear the cause is a reporting error, in which countries incorrectly reported their statistic as per 100 population or per 10 population. It should be reported as per 1000 population.

Now, let’s examine similar situations from above. First, infant.deaths:

train %>% filter(infant.deaths < 500)
##                                                   Country Year     Status
## 1                                                   Sudan 2010 Developing
## 2                                                  Sweden 2010  Developed
## 3                                   Sao Tome and Principe 2006 Developing
## 4                                Central African Republic 2002 Developing
## 5                                              Bangladesh 2013 Developing
## 6                                             Netherlands 2003  Developed
## 7                                                Honduras 2012 Developing
## 8                                                 Ireland 2013  Developed
## 9                                                  Israel 2014 Developing
## 10                                                 Greece 2004 Developing
## 11                                                   Cuba 2008 Developing
## 12                                    Trinidad and Tobago 2015 Developing
## 13                                                   Mali 2007 Developing
## 14                                   United Arab Emirates 2005 Developing
## 15                                                  Ghana 2015 Developing
## 16                                                 Guyana 2007 Developing
## 17                                                  Gabon 2009 Developing
## 18                                               Botswana 2004 Developing
## 19                                                  Ghana 2009 Developing
## 20                                                   Peru 2010 Developing
## 21                                               Kiribati 2015 Developing
## 22                                               Viet Nam 2002 Developing
## 23                                                  Qatar 2013 Developing
## 24                                             Tajikistan 2002 Developing
## 25                                                 Latvia 2008  Developed
## 26                                              Mauritius 2010 Developing
## 27                                                Myanmar 2006 Developing
## 28                                               Barbados 2013 Developing
## 29                                               Maldives 2004 Developing
## 30                                                  Tonga 2008 Developing
## 31                                                  Chile 2005 Developing
## 32                                                Nigeria 2014 Developing
## 33                                      Brunei Darussalam 2011 Developing
## 34                                                  Yemen 2014 Developing
## 35                                                Hungary 2003  Developed
## 36              The former Yugoslav republic of Macedonia 2009 Developing
## 37                                   Syrian Arab Republic 2015 Developing
## 38                                                Namibia 2013 Developing
## 39                                                   Fiji 2009 Developing
## 40                                              Nicaragua 2011 Developing
## 41                                                Grenada 2011 Developing
## 42                       Bolivia (Plurinational State of) 2011 Developing
## 43                                                   Iraq 2002 Developing
## 44                                                Bahamas 2010 Developing
## 45                                               Barbados 2007 Developing
## 46                                                Jamaica 2000 Developing
## 47                                                   Togo 2004 Developing
## 48                                                Romania 2015  Developed
## 49                                               Colombia 2004 Developing
## 50                                               Malaysia 2003 Developing
## 51                                                Austria 2003  Developed
## 52                       Democratic Republic of the Congo 2015 Developing
## 53                                             Azerbaijan 2007 Developing
## 54                                                 Bhutan 2010 Developing
## 55                                                  Benin 2011 Developing
## 56                                                Lesotho 2003 Developing
## 57                                                Algeria 2007 Developing
## 58                                               Suriname 2010 Developing
## 59                                     Russian Federation 2013 Developing
## 60                       Bolivia (Plurinational State of) 2004 Developing
## 61                                               Thailand 2009 Developing
## 62                                                Uruguay 2004 Developing
## 63                               United States of America 2015  Developed
## 64                                              Swaziland 2001 Developing
## 65                                                  Tonga 2003 Developing
## 66                                                Iceland 2003  Developed
## 67                                                Denmark 2001  Developed
## 68                                      Brunei Darussalam 2010 Developing
## 69                                               Zimbabwe 2005 Developing
## 70                                            Philippines 2006 Developing
## 71                                                  Qatar 2005 Developing
## 72                               Central African Republic 2012 Developing
## 73                                            Afghanistan 2003 Developing
## 74                                    Republic of Moldova 2002 Developing
## 75                                            Philippines 2001 Developing
## 76                                                 Norway 2007  Developed
## 77                                               Djibouti 2014 Developing
## 78                                              Sri Lanka 2000 Developing
## 79                                                 Jordan 2014 Developing
## 80                                                 Guyana 2009 Developing
## 81                                                Germany 2004  Developed
## 82                                               Thailand 2000 Developing
## 83                                               Slovakia 2006  Developed
## 84                                                 Latvia 2010  Developed
## 85                                                   Cuba 2002 Developing
## 86                                            Saint Lucia 2015 Developing
## 87                                                  Haiti 2004 Developing
## 88                                                 Guinea 2002 Developing
## 89                                                  Libya 2015 Developing
## 90                                                   Oman 2008 Developing
## 91                                                Liberia 2005 Developing
## 92                                               Cambodia 2000 Developing
## 93                                    Republic of Moldova 2004 Developing
## 94                                                 Norway 2012  Developed
## 95                                              Nicaragua 2006 Developing
## 96                                                 Guyana 2013 Developing
## 97                                                Bahamas 2011 Developing
## 98                                                 Guinea 2015 Developing
## 99                                               Kiribati 2008 Developing
## 100                                            Seychelles 2013 Developing
## 101                                                 Congo 2014 Developing
## 102                                               Somalia 2015 Developing
## 103  United Kingdom of Great Britain and Northern Ireland 2004  Developed
## 104                                             Australia 2001  Developed
## 105                                               Senegal 2005 Developing
## 106                                                Cyprus 2003  Developed
## 107                                      Papua New Guinea 2009 Developing
## 108                                                France 2015 Developing
## 109                                            Seychelles 2006 Developing
## 110                                     Equatorial Guinea 2003 Developing
## 111                                               Georgia 2011 Developing
## 112                                                 Congo 2005 Developing
## 113                                                  Oman 2015 Developing
## 114                                              Cambodia 2003 Developing
## 115                                              Paraguay 2008 Developing
## 116                                            Azerbaijan 2009 Developing
## 117                                                Tuvalu 2013 Developing
## 118                                                 Malta 2012  Developed
## 119                                               Uruguay 2011 Developing
## 120                                                 Samoa 2008 Developing
## 121                                                 Samoa 2013 Developing
## 122                                              Suriname 2015 Developing
## 123                                                Greece 2013 Developing
## 124                                Bosnia and Herzegovina 2010 Developing
## 125                                              Pakistan 2002 Developing
## 126                                               Ireland 2004  Developed
## 127                                               Myanmar 2008 Developing
## 128                                                 Kenya 2015 Developing
## 129                                               Georgia 2009 Developing
## 130                                                 Qatar 2000 Developing
## 131                                               Georgia 2008 Developing
## 132                                               Austria 2007  Developed
## 133                                             Swaziland 2002 Developing
## 134                                               Morocco 2002 Developing
## 135                                                Malawi 2002 Developing
## 136                                              Colombia 2003 Developing
## 137                              United States of America 2001  Developed
## 138                                          Saudi Arabia 2005 Developing
## 139                                               Myanmar 2003 Developing
## 140                                                Cyprus 2009  Developed
## 141                                                  Mali 2004 Developing
## 142                                  Syrian Arab Republic 2005 Developing
## 143                              United States of America 2000  Developed
## 144                                               Namibia 2004 Developing
## 145                                              Botswana 2008 Developing
## 146                                                Sweden 2014  Developed
## 147                                              Zimbabwe 2004 Developing
## 148                                                 Niger 2008 Developing
## 149                                               Estonia 2006 Developing
## 150                                              Thailand 2003 Developing
## 151                                 Sao Tome and Principe 2008 Developing
## 152                                                 Chile 2006 Developing
## 153                                               Romania 2003  Developed
## 154                                            Luxembourg 2007  Developed
## 155                                               Tunisia 2000 Developing
## 156                                                 Japan 2004  Developed
## 157                                                 Tonga 2004 Developing
## 158                 Democratic People's Republic of Korea 2015 Developing
## 159                                               Tunisia 2014 Developing
## 160                                  United Arab Emirates 2004 Developing
## 161                 Democratic People's Republic of Korea 2009 Developing
## 162                                                Latvia 2006  Developed
## 163                                                  Cuba 2001 Developing
## 164                                                Israel 2008 Developing
## 165                                                 Nepal 2001 Developing
## 166                                             Sri Lanka 2011 Developing
## 167                              Central African Republic 2000 Developing
## 168                                                 Spain 2012  Developed
## 169                                            Madagascar 2001 Developing
## 170                                     Republic of Korea 2015 Developing
## 171                                                Panama 2015 Developing
## 172                                              Thailand 2015 Developing
## 173                                              Cambodia 2007 Developing
## 174                                          Saudi Arabia 2001 Developing
## 175                                              Paraguay 2005 Developing
## 176                                              Honduras 2005 Developing
## 177                                           Philippines 2002 Developing
## 178                                          Sierra Leone 2000 Developing
## 179                                               Uruguay 2000 Developing
## 180                                          Saudi Arabia 2015 Developing
## 181                                            Cabo Verde 2006 Developing
## 182                                           El Salvador 2003 Developing
## 183                                                Guinea 2012 Developing
## 184                                               Finland 2011 Developing
## 185                                            Madagascar 2008 Developing
## 186                                            Seychelles 2014 Developing
## 187                                               Jamaica 2001 Developing
## 188                                               Bahrain 2007 Developing
## 189                                          Burkina Faso 2003 Developing
## 190                                            Costa Rica 2014 Developing
## 191  United Kingdom of Great Britain and Northern Ireland 2012  Developed
## 192                                                Jordan 2013 Developing
## 193                                               Senegal 2012 Developing
## 194                                    Dominican Republic 2007 Developing
## 195                                            Madagascar 2009 Developing
## 196                                                 China 2012 Developing
## 197                                               Ecuador 2008 Developing
## 198                                            Kyrgyzstan 2011 Developing
## 199                    Venezuela (Bolivarian Republic of) 2013 Developing
## 200                                                 Kenya 2008 Developing
## 201                                            Azerbaijan 2000 Developing
## 202                                                Sweden 2005  Developed
## 203                                             Swaziland 2000 Developing
## 204                                                 Congo 2007 Developing
## 205                                                Brazil 2011 Developing
## 206                                                 Benin 2009 Developing
## 207                                                Belize 2002 Developing
## 208                                                Turkey 2003 Developing
## 209                                          South Africa 2014 Developing
## 210                                                Serbia 2015 Developing
## 211                                                 Congo 2006 Developing
## 212                                              Botswana 2015 Developing
## 213                                                Zambia 2006 Developing
## 214                                                  Chad 2005 Developing
## 215                                               Georgia 2013 Developing
## 216                                                 Gabon 2006 Developing
## 217                                               Myanmar 2015 Developing
## 218                                                Mexico 2009 Developing
## 219                                                 Libya 2000 Developing
## 220                                          Turkmenistan 2008 Developing
## 221                                                Latvia 2013  Developed
## 222                                                Guinea 2009 Developing
## 223                                          Turkmenistan 2005 Developing
## 224                                                 Samoa 2005 Developing
## 225                                            Seychelles 2011 Developing
## 226                                                Mexico 2002 Developing
## 227                                                  Togo 2007 Developing
## 228                                            Uzbekistan 2005 Developing
## 229                                            Kyrgyzstan 2013 Developing
## 230                                             Australia 2011  Developed
## 231                                               Croatia 2009  Developed
## 232                                                Guinea 2011 Developing
## 233                                                  Iraq 2009 Developing
## 234                           United Republic of Tanzania 2013 Developing
## 235                                           Timor-Leste 2012 Developing
## 236                      Micronesia (Federated States of) 2009 Developing
## 237                                              Zimbabwe 2000 Developing
## 238                                               Estonia 2009 Developing
## 239                                              Djibouti 2012 Developing
## 240                                                Panama 2010 Developing
## 241                                               Georgia 2006 Developing
## 242                                             Swaziland 2010 Developing
## 243                 Democratic People's Republic of Korea 2010 Developing
## 244                                               Liberia 2014 Developing
## 245                            Iran (Islamic Republic of) 2000 Developing
## 246                                              Botswana 2003 Developing
## 247                                            Kyrgyzstan 2001 Developing
## 248                           United Republic of Tanzania 2007 Developing
## 249                                              Bulgaria 2014  Developed
## 250                                               Hungary 2005  Developed
## 251                                                 Qatar 2015 Developing
## 252                                      Papua New Guinea 2004 Developing
## 253                                              Honduras 2000 Developing
## 254                                                 Samoa 2003 Developing
## 255                                              Mongolia 2005 Developing
## 256                                              Maldives 2006 Developing
## 257                                                Kuwait 2009 Developing
## 258                                 Sao Tome and Principe 2015 Developing
## 259                                               Lebanon 2005 Developing
## 260                 Democratic People's Republic of Korea 2011 Developing
## 261                                               Ireland 2008  Developed
## 262                                                 Sudan 2003 Developing
## 263                                            Tajikistan 2013 Developing
## 264                                   Republic of Moldova 2007 Developing
## 265                                               Romania 2007  Developed
## 266                                               Vanuatu 2008 Developing
## 267             The former Yugoslav republic of Macedonia 2005 Developing
## 268                                           Switzerland 2014  Developed
## 269                                               Vanuatu 2002 Developing
## 270                                            Kazakhstan 2015 Developing
## 271                                           Switzerland 2010  Developed
## 272                                               Ecuador 2011 Developing
## 273                                                Turkey 2013 Developing
## 274                                                 Yemen 2006 Developing
## 275                                                Jordan 2005 Developing
## 276                                                 Egypt 2011 Developing
## 277                                                  Iraq 2004 Developing
## 278                                               Jamaica 2003 Developing
## 279                                               Morocco 2006 Developing
## 280                                                Bhutan 2012 Developing
## 281                                                  Iraq 2000 Developing
## 282                                                 Nepal 2015 Developing
## 283                      Micronesia (Federated States of) 2007 Developing
## 284                                                Bhutan 2007 Developing
## 285                                               Eritrea 2006 Developing
## 286                                               Comoros 2003 Developing
## 287                                           Netherlands 2010  Developed
## 288                                               Ireland 2005  Developed
## 289                                                Turkey 2015 Developing
## 290                                            Uzbekistan 2015 Developing
## 291                                               Grenada 2001 Developing
## 292                                             Argentina 2013 Developing
## 293                                               Eritrea 2000 Developing
## 294                                             Singapore 2004  Developed
## 295                                                 Ghana 2003 Developing
## 296                                   Antigua and Barbuda 2004 Developing
## 297                                                Guyana 2004 Developing
## 298                                           South Sudan 2003 Developing
## 299                                       Solomon Islands 2006 Developing
## 300                                                Rwanda 2004 Developing
## 301                                               Tunisia 2002 Developing
## 302                                              Kiribati 2012 Developing
## 303                                                Cyprus 2007  Developed
## 304                                               Vanuatu 2003 Developing
## 305                                  United Arab Emirates 2009 Developing
## 306                                             Sri Lanka 2012 Developing
## 307                                               Georgia 2005 Developing
## 308                                                Panama 2014 Developing
## 309                                                 Spain 2001  Developed
## 310                                            Montenegro 2010 Developing
## 311                                               Lebanon 2003 Developing
## 312                                            Kazakhstan 2000 Developing
## 313                                               Belgium 2013  Developed
## 314                                                Rwanda 2013 Developing
## 315                                              Portugal 2012  Developed
## 316                                          Cook Islands 2013 Developing
## 317                                                Turkey 2010 Developing
## 318                                             Sri Lanka 2006 Developing
## 319                                            Cabo Verde 2003 Developing
## 320                                                Zambia 2005 Developing
## 321                                               Albania 2001 Developing
## 322                                              Pakistan 2008 Developing
## 323                                              Honduras 2015 Developing
## 324                                   Trinidad and Tobago 2011 Developing
## 325                                             Argentina 2002 Developing
## 326                                           Afghanistan 2000 Developing
## 327                                               Bahrain 2014 Developing
## 328                      Lao People's Democratic Republic 2006 Developing
## 329                                                Turkey 2009 Developing
## 330                              Central African Republic 2004 Developing
## 331                                               Lebanon 2013 Developing
## 332                                               Finland 2006 Developing
## 333                                              Malaysia 2000 Developing
## 334                                            Bangladesh 2004 Developing
## 335                                           South Sudan 2004 Developing
## 336                                                 Spain 2009  Developed
## 337                                              Honduras 2008 Developing
## 338                                       Solomon Islands 2014 Developing
## 339                                                Belize 2013 Developing
## 340                                              Cameroon 2002 Developing
## 341                                                 Niger 2004 Developing
## 342                                               Myanmar 2012 Developing
## 343                                  United Arab Emirates 2011 Developing
## 344                                            Kazakhstan 2007 Developing
## 345                                                 Haiti 2006 Developing
## 346                                                 Japan 2005  Developed
## 347                                           Afghanistan 2006 Developing
## 348                                               Bahamas 2006 Developing
## 349                                             Sri Lanka 2007 Developing
## 350                            Iran (Islamic Republic of) 2001 Developing
## 351                                           New Zealand 2010  Developed
## 352                                                Zambia 2009 Developing
## 353                                               Armenia 2004 Developing
## 354                                           Afghanistan 2008 Developing
## 355                                            Costa Rica 2015 Developing
## 356                                                Belize 2011 Developing
## 357                                       Solomon Islands 2003 Developing
## 358                                         Guinea-Bissau 2008 Developing
## 359                                              Slovakia 2015  Developed
## 360                                              Maldives 2009 Developing
## 361                                                Norway 2015  Developed
## 362                                                 Italy 2012  Developed
## 363                                               Morocco 2004 Developing
## 364                                           Timor-Leste 2015 Developing
## 365                                            Montenegro 2001 Developing
## 366                                                  Iraq 2007 Developing
## 367                                                  Cuba 2006 Developing
## 368                                               Georgia 2004 Developing
## 369                                              Honduras 2011 Developing
## 370                                            Cabo Verde 2012 Developing
## 371                                               Eritrea 2010 Developing
## 372                                              Pakistan 2010 Developing
## 373                                              Maldives 2015 Developing
## 374  United Kingdom of Great Britain and Northern Ireland 2011  Developed
## 375                                               Croatia 2011  Developed
## 376                                             Guatemala 2014 Developing
## 377                                               Ireland 2002  Developed
## 378                                              Ethiopia 2007 Developing
## 379                                            Mauritania 2011 Developing
## 380                                                 Niger 2007 Developing
## 381                                                 Japan 2002  Developed
## 382                                              Zimbabwe 2010 Developing
## 383                                           Philippines 2004 Developing
## 384                                                 Malta 2014  Developed
## 385                                               Ecuador 2009 Developing
## 386                                            Kyrgyzstan 2014 Developing
## 387                                              Zimbabwe 2001 Developing
## 388                                             Indonesia 2014 Developing
## 389                                                 Benin 2010 Developing
## 390                                               Belgium 2015  Developed
## 391                                               Albania 2008 Developing
## 392                           United Republic of Tanzania 2011 Developing
## 393                                                 Qatar 2002 Developing
## 394                                                 Japan 2003  Developed
## 395                                            Montenegro 2005 Developing
## 396                                              Portugal 2004  Developed
## 397                                                Mexico 2004 Developing
## 398                                     Brunei Darussalam 2006 Developing
## 399                                                 Chile 2011 Developing
## 400                                                 Malta 2011  Developed
## 401                                              Zimbabwe 2008 Developing
## 402                                     Republic of Korea 2007 Developing
## 403                                                Sweden 2009  Developed
## 404                                              Bulgaria 2007  Developed
## 405                                                Kuwait 2015 Developing
## 406                                                  Cuba 2003 Developing
## 407                                             Indonesia 2005 Developing
## 408                      Bolivia (Plurinational State of) 2009 Developing
## 409                                          Saudi Arabia 2012 Developing
## 410                      Lao People's Democratic Republic 2000 Developing
## 411                                                Kuwait 2004 Developing
## 412                                                 Qatar 2001 Developing
## 413                                                Guyana 2014 Developing
## 414                      Bolivia (Plurinational State of) 2001 Developing
## 415                                             Nicaragua 2015 Developing
## 416                                            Mauritania 2001 Developing
## 417                                             Australia 2008  Developed
## 418                                            Madagascar 2013 Developing
## 419                                              Suriname 2000 Developing
## 420                                               Comoros 2009 Developing
## 421                                                 Yemen 2015 Developing
## 422                                                Jordan 2007 Developing
## 423                                               Romania 2006  Developed
## 424                                          Turkmenistan 2009 Developing
## 425                                               Austria 2010  Developed
## 426                                               Burundi 2008 Developing
## 427                                                Poland 2001  Developed
## 428                                               Estonia 2003 Developing
## 429                                                  Cuba 2005 Developing
## 430                                                 Nepal 2005 Developing
## 431                                                Angola 2015 Developing
## 432                                               Liberia 2006 Developing
## 433                                            Bangladesh 2015 Developing
## 434                                                Bhutan 2001 Developing
## 435                                          Saudi Arabia 2011 Developing
## 436                                               Bahrain 2001 Developing
## 437                                             Swaziland 2011 Developing
## 438                                                Rwanda 2000 Developing
## 439                                      Marshall Islands 2013 Developing
## 440                                                 Egypt 2001 Developing
## 441                                   Republic of Moldova 2010 Developing
## 442                                                Latvia 2012  Developed
## 443                                                 Japan 2014  Developed
## 444                                                Kuwait 2013 Developing
## 445                                            Madagascar 2011 Developing
## 446                                                 Tonga 2013 Developing
## 447                                                  Mali 2010 Developing
## 448                                                 Gabon 2012 Developing
## 449                      Lao People's Democratic Republic 2005 Developing
## 450                                               Czechia 2007  Developed
## 451                                               Myanmar 2009 Developing
## 452                            Iran (Islamic Republic of) 2007 Developing
## 453                                              Djibouti 2011 Developing
## 454                                               Georgia 2001 Developing
## 455                                               Lebanon 2010 Developing
## 456                                               Belgium 2005  Developed
## 457                                               Croatia 2014  Developed
## 458                                            Tajikistan 2001 Developing
## 459                                                 Samoa 2006 Developing
## 460                                                Jordan 2000 Developing
## 461                                                 Samoa 2000 Developing
## 462                                               Romania 2009  Developed
## 463                                            Tajikistan 2015 Developing
## 464                                                 Libya 2005 Developing
## 465                                                  Togo 2001 Developing
## 466                                        Côte d'Ivoire 2003 Developing
## 467                                             Argentina 2001 Developing
## 468                                     Brunei Darussalam 2005 Developing
## 469                                                 Kenya 2012 Developing
## 470                                                Serbia 2012 Developing
## 471                                                 Congo 2004 Developing
## 472                                        Côte d'Ivoire 2000 Developing
## 473                                               Belgium 2014  Developed
## 474                                              Paraguay 2015 Developing
## 475                                          Burkina Faso 2009 Developing
## 476                                                Serbia 2004 Developing
## 477                                               Liberia 2008 Developing
## 478                                               Lebanon 2009 Developing
## 479                                              Barbados 2006 Developing
## 480                                                Uganda 2014 Developing
## 481                                   Antigua and Barbuda 2001 Developing
## 482                                             Lithuania 2007  Developed
## 483                                            Seychelles 2012 Developing
## 484                                              Colombia 2013 Developing
## 485                                           Netherlands 2014  Developed
## 486                                               Burundi 2010 Developing
## 487                                              Cameroon 2003 Developing
## 488                      Democratic Republic of the Congo 2007 Developing
## 489                                                 Nepal 2009 Developing
## 490                                               Senegal 2008 Developing
## 491                                               Ukraine 2011 Developing
## 492                                               Estonia 2005 Developing
## 493                                          South Africa 2003 Developing
## 494                                             Guatemala 2009 Developing
## 495                                                  Fiji 2010 Developing
## 496                                     Equatorial Guinea 2002 Developing
## 497                                            Cabo Verde 2014 Developing
## 498                                               Ireland 2010  Developed
## 499                                            Kazakhstan 2004 Developing
## 500                                             Nicaragua 2013 Developing
## 501                                              Viet Nam 2008 Developing
## 502                                            Bangladesh 2007 Developing
## 503                                                Angola 2012 Developing
## 504                                                  Iraq 2001 Developing
## 505                                               Vanuatu 2012 Developing
## 506                              United States of America 2012  Developed
## 507                                              Colombia 2015 Developing
## 508                                            Cabo Verde 2007 Developing
## 509                                                 Ghana 2011 Developing
## 510                                  United Arab Emirates 2003 Developing
## 511                                            Madagascar 2005 Developing
## 512                                               Grenada 2014 Developing
## 513                            Iran (Islamic Republic of) 2004 Developing
## 514                                           Saint Lucia 2012 Developing
## 515                                     Republic of Korea 2010 Developing
## 516                                    Russian Federation 2012 Developing
## 517                                              Paraguay 2003 Developing
## 518                                               Comoros 2002 Developing
## 519                                           Saint Lucia 2009 Developing
## 520                                     Equatorial Guinea 2011 Developing
## 521                                                Poland 2014  Developed
## 522                                                Canada 2013 Developing
## 523                                                  Togo 2003 Developing
## 524                                            Mauritania 2009 Developing
## 525                                            Uzbekistan 2011 Developing
## 526                                   Antigua and Barbuda 2009 Developing
## 527                                               Myanmar 2000 Developing
## 528                                             Argentina 2015 Developing
## 529                           United Republic of Tanzania 2005 Developing
## 530                                              Ethiopia 2002 Developing
## 531                                            Mozambique 2006 Developing
## 532                                                Uganda 2000 Developing
## 533                                           Timor-Leste 2009 Developing
## 534                                             Mauritius 2013 Developing
## 535                      Saint Vincent and the Grenadines 2015 Developing
## 536                                            Costa Rica 2013 Developing
## 537                                             Guatemala 2004 Developing
## 538                                               Tunisia 2009 Developing
## 539                                                 Sudan 2013 Developing
## 540                                                  Mali 2000 Developing
## 541                                     Equatorial Guinea 2014 Developing
## 542                                             Sri Lanka 2003 Developing
## 543                                               Comoros 2006 Developing
## 544                                Bosnia and Herzegovina 2005 Developing
## 545                                                  Fiji 2013 Developing
## 546                                               Namibia 2001 Developing
## 547                                                Bhutan 2013 Developing
## 548                                               Denmark 2010  Developed
## 549                                           El Salvador 2005 Developing
## 550                                  United Arab Emirates 2008 Developing
## 551                                                  Togo 2008 Developing
## 552                                                Poland 2015  Developed
## 553                                                 Kenya 2013 Developing
## 554                    Venezuela (Bolivarian Republic of) 2009 Developing
## 555                                                Canada 2008 Developing
## 556                                                 Ghana 2000 Developing
## 557                                    Dominican Republic 2000 Developing
## 558                                          South Africa 2000 Developing
## 559                                               Eritrea 2011 Developing
## 560                    Venezuela (Bolivarian Republic of) 2003 Developing
## 561                                         Guinea-Bissau 2010 Developing
## 562                                            Cabo Verde 2015 Developing
## 563                           United Republic of Tanzania 2010 Developing
## 564                                Bosnia and Herzegovina 2001 Developing
## 565                                                Uganda 2004 Developing
## 566                                             Singapore 2010  Developed
## 567                                            Bangladesh 2001 Developing
## 568                                        Côte d'Ivoire 2012 Developing
## 569                                               Comoros 2007 Developing
## 570                                             Swaziland 2012 Developing
## 571                                              Bulgaria 2013  Developed
## 572                                              Kiribati 2013 Developing
## 573                                               Denmark 2011  Developed
## 574                                                Uganda 2002 Developing
## 575                                           New Zealand 2002  Developed
## 576                              Central African Republic 2005 Developing
## 577                                              Colombia 2006 Developing
## 578                                               Belgium 2000  Developed
## 579                                               Somalia 2002 Developing
## 580                                             Argentina 2008 Developing
## 581                      Lao People's Democratic Republic 2002 Developing
## 582                                                 Niger 2012 Developing
## 583                                                  Togo 2012 Developing
## 584                                              Slovenia 2002  Developed
## 585                                            Cabo Verde 2001 Developing
## 586                                                Cyprus 2004  Developed
## 587                                             Singapore 2001  Developed
## 588                                                 Egypt 2015 Developing
## 589                                            Seychelles 2007 Developing
## 590                                    Dominican Republic 2008 Developing
## 591                                               Vanuatu 2007 Developing
## 592                                            Kazakhstan 2010 Developing
## 593                                 Sao Tome and Principe 2013 Developing
## 594                                                 Japan 2008  Developed
## 595                                               Uruguay 2007 Developing
## 596                      Micronesia (Federated States of) 2012 Developing
## 597                                            Luxembourg 2001  Developed
## 598                                               Finland 2001 Developing
## 599                                              Paraguay 2013 Developing
## 600                                              Slovakia 2008  Developed
## 601                                                Norway 2004  Developed
## 602                                           Philippines 2015 Developing
## 603                                               Ireland 2015  Developed
## 604                                                 Malta 2004  Developed
## 605                                                Sweden 2007  Developed
## 606                                            Uzbekistan 2012 Developing
## 607                                                  Chad 2009 Developing
## 608                                  Syrian Arab Republic 2002 Developing
## 609                                               Georgia 2012 Developing
## 610                                                Rwanda 2007 Developing
## 611                                            Cabo Verde 2008 Developing
## 612                                               Ecuador 2013 Developing
## 613                                           Switzerland 2003  Developed
## 614                                              Cameroon 2014 Developing
## 615                                                Israel 2010 Developing
## 616                                                Rwanda 2014 Developing
## 617                                               Czechia 2009  Developed
## 618                                            Cabo Verde 2005 Developing
## 619                                                Jordan 2010 Developing
## 620                                                Malawi 2000 Developing
## 621                                               Austria 2005  Developed
## 622                                               Myanmar 2014 Developing
## 623                                              Cameroon 2015 Developing
## 624                                     Equatorial Guinea 2007 Developing
## 625                                           New Zealand 2009  Developed
## 626                                               Belgium 2006  Developed
## 627                                                  Mali 2013 Developing
## 628                                            Costa Rica 2008 Developing
## 629                                                 Malta 2000  Developed
## 630                           United Republic of Tanzania 2003 Developing
## 631                                                 Haiti 2015 Developing
## 632                                                Guyana 2000 Developing
## 633                                                Guinea 2008 Developing
## 634                                                 Sudan 2002 Developing
## 635                                            Luxembourg 2005  Developed
## 636                                              Portugal 2015  Developed
## 637                           United Republic of Tanzania 2015 Developing
## 638                                            Bangladesh 2002 Developing
## 639                                            Bangladesh 2009 Developing
## 640                                              Maldives 2005 Developing
## 641                                                 Spain 2005  Developed
## 642                                             Singapore 2012  Developed
## 643                                               Tunisia 2006 Developing
## 644                                          Sierra Leone 2015 Developing
## 645                                           Switzerland 2004  Developed
## 646                                           Philippines 2011 Developing
## 647                                                Norway 2010  Developed
## 648                                            Madagascar 2015 Developing
## 649                                                 Libya 2010 Developing
## 650                                                 Italy 2003  Developed
## 651                                              Bulgaria 2002  Developed
## 652                                                  Iraq 2008 Developing
## 653                                               Iceland 2007  Developed
## 654             The former Yugoslav republic of Macedonia 2015 Developing
## 655                                                  Cuba 2013 Developing
## 656                                              Botswana 2005 Developing
## 657                                              Malaysia 2013 Developing
## 658                                               Vanuatu 2004 Developing
## 659                                               Uruguay 2015 Developing
## 660                                     Republic of Korea 2000 Developing
## 661                                                Israel 2011 Developing
## 662                                              Kiribati 2000 Developing
## 663                                          South Africa 2002 Developing
## 664                                             Guatemala 2006 Developing
## 665                                   Trinidad and Tobago 2014 Developing
## 666                                                Kuwait 2010 Developing
## 667                                                France 2014 Developing
## 668                                               Tunisia 2013 Developing
## 669                                            Montenegro 2015 Developing
## 670                                          Saudi Arabia 2007 Developing
## 671                                           New Zealand 2007  Developed
## 672                                               Germany 2012  Developed
## 673                                             Mauritius 2001 Developing
## 674                 Democratic People's Republic of Korea 2008 Developing
## 675                                            Bangladesh 2008 Developing
## 676                                              Suriname 2007 Developing
## 677                                                Belize 2014 Developing
## 678                                                Kuwait 2006 Developing
## 679                                                Panama 2012 Developing
## 680                                                 Haiti 2002 Developing
## 681                                              Cambodia 2011 Developing
## 682                                                 Congo 2012 Developing
## 683                      Lao People's Democratic Republic 2007 Developing
## 684                                                Norway 2003  Developed
## 685                                          Sierra Leone 2011 Developing
## 686                                                Bhutan 2014 Developing
## 687                                              Cambodia 2014 Developing
## 688                                                 Egypt 2004 Developing
## 689                                                  Oman 2005 Developing
## 690                                                  Oman 2014 Developing
## 691                                           Afghanistan 2007 Developing
## 692                                               Estonia 2015 Developing
## 693                                               Croatia 2015  Developed
## 694                                                  Fiji 2007 Developing
## 695                                             Guatemala 2010 Developing
## 696                                               Albania 2014 Developing
## 697                                              Suriname 2001 Developing
## 698                                            Uzbekistan 2003 Developing
## 699                                                Gambia 2015 Developing
## 700                                                Zambia 2001 Developing
## 701                                           Philippines 2000 Developing
## 702                                   Antigua and Barbuda 2013 Developing
## 703                                               Estonia 2004 Developing
## 704                                     Brunei Darussalam 2001 Developing
## 705                                               Uruguay 2003 Developing
## 706                                              Cambodia 2009 Developing
## 707                                                 Spain 2014  Developed
## 708                           United Republic of Tanzania 2001 Developing
## 709                                              Suriname 2014 Developing
## 710                                               Bahamas 2015 Developing
## 711                                               Burundi 2011 Developing
## 712                                                 Qatar 2010 Developing
## 713                                          Sierra Leone 2006 Developing
## 714                                               Ireland 2001  Developed
## 715                                      Papua New Guinea 2001 Developing
## 716                                                 Sudan 2000 Developing
## 717                                             Guatemala 2008 Developing
## 718                                              Pakistan 2012 Developing
## 719                                                  Peru 2015 Developing
## 720                                               Algeria 2004 Developing
## 721                                              Barbados 2000 Developing
## 722                                                Greece 2010 Developing
## 723                                                  Fiji 2002 Developing
## 724                                               Tunisia 2008 Developing
## 725                                                 Yemen 2012 Developing
## 726                                                Cyprus 2006  Developed
## 727                                               Lesotho 2015 Developing
## 728                                                Angola 2008 Developing
## 729                                               Jamaica 2012 Developing
## 730                                                Turkey 2008 Developing
## 731                                               Croatia 2003  Developed
## 732                                               Belarus 2011 Developing
## 733                                              Malaysia 2002 Developing
## 734                                   Trinidad and Tobago 2008 Developing
## 735                                            Luxembourg 2010  Developed
## 736                                                Norway 2014  Developed
## 737                                               Romania 2001  Developed
## 738                                                Latvia 2000  Developed
## 739                                              Portugal 2006  Developed
## 740                                               Croatia 2008  Developed
## 741                                               Bahamas 2013 Developing
## 742                                                 Libya 2013 Developing
## 743                                               Croatia 2001  Developed
## 744                                           El Salvador 2014 Developing
## 745                                                Brazil 2013 Developing
## 746                                                 Qatar 2004 Developing
## 747                                    Dominican Republic 2005 Developing
## 748                                            Tajikistan 2009 Developing
## 749                      Micronesia (Federated States of) 2004 Developing
## 750                                                Canada 2009 Developing
## 751                                          Burkina Faso 2007 Developing
## 752                                  Syrian Arab Republic 2000 Developing
## 753                                                  Cuba 2004 Developing
## 754                                                 Egypt 2006 Developing
## 755                                              Paraguay 2002 Developing
## 756                                            Azerbaijan 2012 Developing
## 757                                    Russian Federation 2010 Developing
## 758                                     Brunei Darussalam 2012 Developing
## 759                              Central African Republic 2011 Developing
## 760                                                Guinea 2010 Developing
## 761                                   Antigua and Barbuda 2003 Developing
## 762                                 Sao Tome and Principe 2004 Developing
## 763                                                Cyprus 2005  Developed
## 764                                              Colombia 2008 Developing
## 765                                             Swaziland 2006 Developing
## 766                 Democratic People's Republic of Korea 2001 Developing
## 767                                         Guinea-Bissau 2007 Developing
## 768                                            Seychelles 2008 Developing
## 769                                                Bhutan 2000 Developing
## 770                                               Namibia 2005 Developing
## 771                                           El Salvador 2001 Developing
## 772                                              Mongolia 2014 Developing
## 773                                               Tunisia 2003 Developing
## 774                                               Armenia 2012 Developing
## 775                                               Grenada 2009 Developing
## 776                                           South Sudan 2007 Developing
## 777                                               Bahrain 2012 Developing
## 778                                                Norway 2006  Developed
## 779                                                Uganda 2008 Developing
## 780                                                Zambia 2011 Developing
## 781                                               Finland 2000 Developing
## 782                                               Czechia 2002  Developed
## 783                                              Botswana 2009 Developing
## 784                                                 Tonga 2009 Developing
## 785                            Iran (Islamic Republic of) 2003 Developing
## 786                                                 Japan 2015  Developed
## 787                                                 Yemen 2001 Developing
## 788                    Venezuela (Bolivarian Republic of) 2006 Developing
## 789                                                Kuwait 2005 Developing
## 790                                                 Ghana 2005 Developing
## 791                                                 Spain 2007  Developed
## 792                                            Mauritania 2002 Developing
## 793                      Micronesia (Federated States of) 2010 Developing
## 794                                             Guatemala 2011 Developing
## 795                                          Turkmenistan 2014 Developing
## 796                                                 Haiti 2011 Developing
## 797                                                 Gabon 2005 Developing
## 798                                              Bulgaria 2000  Developed
## 799                                           Afghanistan 2014 Developing
## 800                                                Mexico 2001 Developing
## 801                                                Uganda 2009 Developing
## 802                                              Barbados 2009 Developing
## 803                                              Mongolia 2010 Developing
## 804                                                 Ghana 2007 Developing
## 805                                            Kazakhstan 2012 Developing
## 806                                              Mongolia 2001 Developing
## 807                                               Burundi 2002 Developing
## 808                                              Mongolia 2009 Developing
## 809                              United States of America 2006  Developed
## 810                 Democratic People's Republic of Korea 2005 Developing
## 811                                              Djibouti 2015 Developing
## 812                                                Serbia 2010 Developing
## 813                                           Timor-Leste 2004 Developing
## 814                                       Solomon Islands 2005 Developing
## 815                                            Mauritania 2012 Developing
## 816                                                 Congo 2009 Developing
## 817                                                 Egypt 2014 Developing
## 818                                           South Sudan 2008 Developing
## 819                                           El Salvador 2009 Developing
## 820                              Central African Republic 2013 Developing
## 821                                          Turkmenistan 2010 Developing
## 822                                                Angola 2013 Developing
## 823                           United Republic of Tanzania 2000 Developing
## 824                                              Slovenia 2008  Developed
## 825                                                  Iraq 2003 Developing
## 826                                                 Congo 2011 Developing
## 827                                                  Oman 2000 Developing
## 828                                               Hungary 2001  Developed
## 829                                             Swaziland 2008 Developing
## 830                                                  Mali 2002 Developing
## 831                      Bolivia (Plurinational State of) 2002 Developing
## 832                                               Burundi 2013 Developing
## 833                                              Zimbabwe 2012 Developing
## 834                                   Republic of Moldova 2012 Developing
## 835                                       Solomon Islands 2010 Developing
## 836                                               Austria 2001  Developed
## 837                                            Madagascar 2004 Developing
## 838                                              Maldives 2013 Developing
## 839                                          Turkmenistan 2002 Developing
## 840                                             Swaziland 2014 Developing
## 841                                               Morocco 2012 Developing
## 842  United Kingdom of Great Britain and Northern Ireland 2015  Developed
## 843                      Democratic Republic of the Congo 2014 Developing
## 844                                               Vanuatu 2000 Developing
## 845                                                  Iraq 2015 Developing
## 846                      Micronesia (Federated States of) 2006 Developing
## 847                                              Cameroon 2009 Developing
## 848                                               Estonia 2010 Developing
## 849                                                  Chad 2000 Developing
## 850                                               Algeria 2000 Developing
## 851                                                Rwanda 2002 Developing
## 852                                            Azerbaijan 2008 Developing
## 853                                              Thailand 2008 Developing
## 854                                             Nicaragua 2008 Developing
## 855                                                  Chad 2007 Developing
## 856                                               Czechia 2012  Developed
## 857                                            Luxembourg 2002  Developed
## 858                                                Cyprus 2008  Developed
## 859                                            Mozambique 2008 Developing
## 860                                               Liberia 2012 Developing
## 861                                            Madagascar 2010 Developing
## 862                                               Iceland 2004  Developed
## 863                                            Mauritania 2015 Developing
## 864                                           Netherlands 2013  Developed
## 865                                    Dominican Republic 2004 Developing
## 866                                               Burundi 2000 Developing
## 867                                                Jordan 2001 Developing
## 868                                          South Africa 2010 Developing
## 869                                     Republic of Korea 2009 Developing
## 870                                              Slovenia 2003  Developed
## 871                                               Algeria 2009 Developing
## 872                                Bosnia and Herzegovina 2009 Developing
## 873                                               Algeria 2003 Developing
## 874                                  Syrian Arab Republic 2011 Developing
## 875                      Micronesia (Federated States of) 2005 Developing
## 876                                           El Salvador 2006 Developing
## 877                                              Thailand 2001 Developing
## 878                                           Switzerland 2012  Developed
## 879                                            Azerbaijan 2001 Developing
## 880                      Micronesia (Federated States of) 2013 Developing
## 881                                              Portugal 2013  Developed
## 882                                             Mauritius 2014 Developing
## 883                                  United Arab Emirates 2006 Developing
## 884                                            Bangladesh 2006 Developing
## 885                                                 Kenya 2006 Developing
## 886                                                Malawi 2013 Developing
## 887                                               Tunisia 2010 Developing
## 888                                                 Tonga 2005 Developing
## 889                                                  Peru 2006 Developing
## 890                                               Austria 2000  Developed
## 891                                                Greece 2012 Developing
## 892                                              Djibouti 2005 Developing
## 893                              United States of America 2014  Developed
## 894                                            Montenegro 2012 Developing
## 895                                             Argentina 2007 Developing
## 896                                               Lesotho 2004 Developing
## 897                                                Guyana 2003 Developing
## 898                                           Netherlands 2007  Developed
## 899                                               Eritrea 2009 Developing
## 900                                                 Italy 2010  Developed
## 901                                       Solomon Islands 2007 Developing
## 902                                              Ethiopia 2011 Developing
## 903                                              Djibouti 2013 Developing
## 904                                                 Nepal 2013 Developing
## 905                                               Uruguay 2010 Developing
## 906                                               Austria 2002  Developed
## 907                                                Poland 2010  Developed
## 908                                               Lebanon 2001 Developing
## 909                                               Estonia 2013 Developing
## 910                                                Zambia 2004 Developing
## 911                                           Afghanistan 2012 Developing
## 912                                               Algeria 2013 Developing
## 913                                               Uruguay 2013 Developing
## 914                                                Turkey 2006 Developing
## 915                                              Slovenia 2015  Developed
## 916                                           Timor-Leste 2011 Developing
## 917                                            Mauritania 2003 Developing
## 918                                                Latvia 2002  Developed
## 919                                               Myanmar 2001 Developing
## 920                                               Jamaica 2008 Developing
## 921                                              Thailand 2013 Developing
## 922                                                Uganda 2010 Developing
## 923                                              Zimbabwe 2007 Developing
## 924                                              Portugal 2010  Developed
## 925                                                Belize 2008 Developing
## 926                                                  Fiji 2001 Developing
## 927                                              Slovenia 2004  Developed
## 928                                                Serbia 2005 Developing
## 929                                                Brazil 2010 Developing
## 930                                               Grenada 2002 Developing
## 931                                               Senegal 2007 Developing
## 932                                   Republic of Moldova 2013 Developing
## 933                                           Philippines 2007 Developing
## 934                                             Swaziland 2009 Developing
## 935                                               Somalia 2009 Developing
## 936                                           El Salvador 2015 Developing
## 937                                                  Fiji 2000 Developing
## 938                                               Finland 2008 Developing
## 939                                               Ecuador 2004 Developing
## 940                                     Republic of Korea 2014 Developing
## 941                                   Antigua and Barbuda 2011 Developing
## 942                                                 Kenya 2005 Developing
## 943                                               Uruguay 2001 Developing
## 944                                                Malawi 2004 Developing
## 945                                                  Peru 2005 Developing
## 946                      Bolivia (Plurinational State of) 2008 Developing
## 947                                           Afghanistan 2015 Developing
## 948                                                Panama 2007 Developing
## 949                                               Eritrea 2004 Developing
## 950                                            Mauritania 2005 Developing
## 951                                                Canada 2014 Developing
## 952                                                Guinea 2014 Developing
## 953                                            Luxembourg 2011  Developed
## 954                            Iran (Islamic Republic of) 2013 Developing
## 955                                            Kyrgyzstan 2008 Developing
## 956                                       Solomon Islands 2011 Developing
## 957                                               Myanmar 2004 Developing
## 958                                            Kyrgyzstan 2010 Developing
## 959                                                Israel 2003 Developing
## 960                                             Guatemala 2001 Developing
## 961                                              Cambodia 2001 Developing
## 962                                              Paraguay 2014 Developing
## 963                                              Slovakia 2005  Developed
## 964                                     Republic of Korea 2003 Developing
## 965                                            Kazakhstan 2006 Developing
## 966                                               Germany 2005  Developed
## 967                                              Bulgaria 2006  Developed
## 968                                              Mongolia 2006 Developing
## 969                                              Barbados 2003 Developing
## 970                                              Suriname 2011 Developing
## 971  United Kingdom of Great Britain and Northern Ireland 2006  Developed
## 972                                               Czechia 2000  Developed
## 973                                             Swaziland 2003 Developing
## 974                                             Swaziland 2007 Developing
## 975                                           South Sudan 2015 Developing
## 976                                             Singapore 2009  Developed
## 977                                               Romania 2000  Developed
## 978                                               Lesotho 2008 Developing
## 979                                             Swaziland 2013 Developing
## 980                                  Syrian Arab Republic 2012 Developing
## 981                                               Myanmar 2007 Developing
## 982                                          Burkina Faso 2013 Developing
## 983                                                Gambia 2000 Developing
## 984                                              Slovakia 2013  Developed
## 985                                      Papua New Guinea 2014 Developing
## 986                                                Panama 2005 Developing
## 987                                               Namibia 2002 Developing
## 988                                        Côte d'Ivoire 2013 Developing
## 989                                                Norway 2008  Developed
## 990                                              Slovenia 2000  Developed
## 991                                              Kiribati 2007 Developing
## 992                                              Malaysia 2014 Developing
## 993                                              Pakistan 2000 Developing
## 994                                            Uzbekistan 2000 Developing
## 995                                                Brazil 2002 Developing
## 996                                                Greece 2000 Developing
## 997                                    Russian Federation 2009 Developing
## 998                                Bosnia and Herzegovina 2015 Developing
## 999                                   Trinidad and Tobago 2005 Developing
## 1000                                   Dominican Republic 2003 Developing
## 1001                     Micronesia (Federated States of) 2002 Developing
## 1002                                     Papua New Guinea 2005 Developing
## 1003                                              Eritrea 2001 Developing
## 1004                                              Nigeria 2015 Developing
## 1005                                         Sierra Leone 2012 Developing
## 1006                                              Uruguay 2012 Developing
## 1007                                               Poland 2002  Developed
## 1008                                                 Togo 2011 Developing
## 1009                                             Botswana 2006 Developing
## 1010                                                 Chad 2014 Developing
## 1011                                              Lesotho 2013 Developing
## 1012                                                 Peru 2011 Developing
## 1013                                                 Peru 2001 Developing
## 1014                                           Bangladesh 2010 Developing
## 1015                                   Russian Federation 2003 Developing
## 1016                                               Angola 2010 Developing
## 1017                     Micronesia (Federated States of) 2008 Developing
## 1018                                               Poland 2013  Developed
## 1019                                  Antigua and Barbuda 2007 Developing
## 1020                                                Samoa 2010 Developing
## 1021                                          South Sudan 2001 Developing
## 1022                                               Panama 2011 Developing
## 1023                                            Australia 2014  Developed
## 1024                                                Qatar 2011 Developing
## 1025                                  Trinidad and Tobago 2000 Developing
## 1026                                          South Sudan 2000 Developing
## 1027                                              Namibia 2009 Developing
## 1028                                             Slovakia 2010  Developed
## 1029                                              Albania 2012 Developing
## 1030                                             Cambodia 2015 Developing
## 1031                                              Ireland 2006  Developed
## 1032                                              Germany 2006  Developed
## 1033                                            Indonesia 2015 Developing
## 1034                                          Saint Lucia 2001 Developing
## 1035                                               Belize 2003 Developing
## 1036                                        Guinea-Bissau 2006 Developing
## 1037                                    Equatorial Guinea 2015 Developing
## 1038                                               Guyana 2006 Developing
## 1039 United Kingdom of Great Britain and Northern Ireland 2002  Developed
## 1040                                             Cameroon 2004 Developing
## 1041                                                Italy 2007  Developed
## 1042                                              Grenada 2015 Developing
## 1043                                               Greece 2007 Developing
## 1044                                               Guinea 2003 Developing
## 1045                                             Kiribati 2014 Developing
## 1046                                         Burkina Faso 2010 Developing
## 1047                                           Azerbaijan 2005 Developing
## 1048                                             Paraguay 2004 Developing
## 1049                                               Israel 2006 Developing
## 1050                                             Bulgaria 2010  Developed
## 1051                                           Mozambique 2013 Developing
## 1052                                              Belarus 2012 Developing
## 1053                                          El Salvador 2011 Developing
## 1054                                               Canada 2006 Developing
## 1055                                                Qatar 2003 Developing
## 1056                                         Sierra Leone 2014 Developing
## 1057                                              Myanmar 2005 Developing
## 1058                          United Republic of Tanzania 2002 Developing
## 1059                                              Ecuador 2005 Developing
## 1060                                           Bangladesh 2012 Developing
## 1061                                             Bulgaria 2011  Developed
## 1062                                                Malta 2002  Developed
## 1063                                 United Arab Emirates 2001 Developing
## 1064                                             Suriname 2009 Developing
## 1065                                                Malta 2007  Developed
## 1066                                               Zambia 2002 Developing
## 1067                                              Hungary 2009  Developed
## 1068                                             Botswana 2013 Developing
## 1069                                              Iceland 2006  Developed
## 1070                     Saint Vincent and the Grenadines 2011 Developing
## 1071                                                China 2004 Developing
## 1072                                           Montenegro 2009 Developing
## 1073                                                 Iraq 2005 Developing
## 1074                                              Albania 2015 Developing
## 1075                                              Tunisia 2004 Developing
## 1076                                                Chile 2007 Developing
## 1077                                              Ukraine 2004 Developing
## 1078                                              Belarus 2001 Developing
## 1079                               Bosnia and Herzegovina 2004 Developing
## 1080                                               Canada 2002 Developing
## 1081                                              Somalia 2003 Developing
## 1082                                           Uzbekistan 2010 Developing
## 1083                                               Turkey 2004 Developing
## 1084                                               Belize 2005 Developing
## 1085                                            Mauritius 2004 Developing
## 1086                                   Russian Federation 2007 Developing
## 1087                                            Lithuania 2008  Developed
## 1088                                    Republic of Korea 2013 Developing
## 1089                                                Kenya 2010 Developing
## 1090                                             Paraguay 2001 Developing
## 1091                                              Croatia 2006  Developed
## 1092                                                Chile 2015 Developing
## 1093                                              Ukraine 2013 Developing
## 1094                                                Nepal 2014 Developing
## 1095                                            Singapore 2008  Developed
## 1096                                          New Zealand 2003  Developed
## 1097                                            Mauritius 2009 Developing
## 1098                                              Lesotho 2010 Developing
## 1099                                           Luxembourg 2000  Developed
## 1100                                              Armenia 2010 Developing
## 1101                                                Palau 2013 Developing
## 1102                                             Kiribati 2011 Developing
## 1103                                           Kyrgyzstan 2006 Developing
## 1104                                                Libya 2009 Developing
## 1105                                  Antigua and Barbuda 2000 Developing
## 1106                                             Viet Nam 2009 Developing
## 1107                                             Slovakia 2012  Developed
## 1108                                                 Chad 2011 Developing
## 1109                                         South Africa 2004 Developing
## 1110                                          El Salvador 2004 Developing
## 1111                                               Cyprus 2015  Developed
## 1112                                              Grenada 2006 Developing
## 1113                                              Burundi 2012 Developing
## 1114                                           Azerbaijan 2006 Developing
## 1115                                   Russian Federation 2008 Developing
## 1116                                            Argentina 2006 Developing
## 1117                                              Jamaica 2013 Developing
## 1118                                    Brunei Darussalam 2008 Developing
## 1119                                Sao Tome and Principe 2011 Developing
## 1120                                               Mexico 2000 Developing
## 1121                                               Rwanda 2008 Developing
## 1122                                          Afghanistan 2004 Developing
## 1123                                              Myanmar 2011 Developing
## 1124                                                Niger 2000 Developing
## 1125                                               Turkey 2011 Developing
## 1126                                                Gabon 2002 Developing
## 1127                                          Netherlands 2005  Developed
## 1128                                   Russian Federation 2004 Developing
## 1129                             United States of America 2010  Developed
## 1130                                 Syrian Arab Republic 2014 Developing
## 1131                                             Botswana 2000 Developing
## 1132                          United Republic of Tanzania 2014 Developing
## 1133                                    Brunei Darussalam 2000 Developing
## 1134                                                Benin 2001 Developing
## 1135                                               Angola 2004 Developing
## 1136                                    Republic of Korea 2002 Developing
## 1137                                                Malta 2015  Developed
## 1138                                      Solomon Islands 2001 Developing
## 1139                     Democratic Republic of the Congo 2000 Developing
## 1140                                                Sudan 2012 Developing
## 1141                           Iran (Islamic Republic of) 2008 Developing
## 1142                                               Norway 2009  Developed
## 1143                                                 Cuba 2014 Developing
## 1144                                           Mozambique 2005 Developing
## 1145                                              Comoros 2000 Developing
## 1146                                           Mozambique 2004 Developing
## 1147                                                Japan 2000  Developed
## 1148                                            Lithuania 2010  Developed
## 1149                                              Finland 2015 Developing
## 1150                                              Austria 2012  Developed
## 1151                     Saint Vincent and the Grenadines 2006 Developing
## 1152                                                Yemen 2013 Developing
## 1153                                              Finland 2005 Developing
## 1154                                           Seychelles 2002 Developing
## 1155                                             Cameroon 2012 Developing
## 1156                                               Turkey 2005 Developing
## 1157                                               Jordan 2012 Developing
## 1158                                              Belarus 2010 Developing
## 1159                               Bosnia and Herzegovina 2013 Developing
## 1160                                             Barbados 2011 Developing
## 1161                                                Yemen 2009 Developing
## 1162                                                 Oman 2013 Developing
## 1163                                               Poland 2003  Developed
## 1164                                                Italy 2013  Developed
## 1165                                             Cambodia 2013 Developing
## 1166                                  Republic of Moldova 2008 Developing
## 1167                                             Maldives 2011 Developing
## 1168                                             Kiribati 2004 Developing
## 1169                                           Azerbaijan 2015 Developing
## 1170                                              Vanuatu 2010 Developing
## 1171                                             Portugal 2007  Developed
## 1172                                              Armenia 2014 Developing
## 1173                                                Qatar 2006 Developing
## 1174                                          Switzerland 2008  Developed
## 1175                                                Niger 2001 Developing
## 1176                                                Italy 2004  Developed
## 1177                                             Kiribati 2010 Developing
## 1178                                          Timor-Leste 2010 Developing
## 1179                                                Nepal 2008 Developing
## 1180                                              Austria 2006  Developed
## 1181                                             Ethiopia 2005 Developing
## 1182                                               Malawi 2012 Developing
## 1183                           Iran (Islamic Republic of) 2005 Developing
## 1184                                   Dominican Republic 2006 Developing
## 1185                                   Russian Federation 2002 Developing
## 1186                                                Haiti 2010 Developing
## 1187                                            Indonesia 2007 Developing
## 1188                                         Turkmenistan 2011 Developing
## 1189                                              Belarus 2002 Developing
## 1190                                               France 2007 Developing
## 1191                                            Australia 2010  Developed
## 1192                                              Ukraine 2003 Developing
## 1193                                             Maldives 2001 Developing
## 1194                                   Dominican Republic 2014 Developing
## 1195                                             Viet Nam 2000 Developing
## 1196                                                 Togo 2005 Developing
## 1197                                             Mongolia 2012 Developing
## 1198                                          Afghanistan 2002 Developing
## 1199                                             Malaysia 2015 Developing
## 1200                                               Mexico 2008 Developing
## 1201                                             Colombia 2005 Developing
## 1202                                       Côte d'Ivoire 2015 Developing
## 1203                                 United Arab Emirates 2013 Developing
## 1204            The former Yugoslav republic of Macedonia 2014 Developing
## 1205                                              Belarus 2004 Developing
## 1206                                              Jamaica 2015 Developing
## 1207                                          Philippines 2003 Developing
## 1208                                              Ukraine 2012 Developing
## 1209                                             Thailand 2011 Developing
## 1210                                           Kazakhstan 2013 Developing
## 1211                                             Barbados 2008 Developing
## 1212                                              Belgium 2002  Developed
## 1213                                               Poland 2011  Developed
## 1214                                                Spain 2013  Developed
## 1215                                    Equatorial Guinea 2004 Developing
## 1216                                           Costa Rica 2002 Developing
## 1217                                        Guinea-Bissau 2013 Developing
## 1218                                              Germany 2007  Developed
## 1219                                             Honduras 2010 Developing
## 1220                                              Grenada 2004 Developing
## 1221                                               France 2005 Developing
## 1222                                         South Africa 2009 Developing
## 1223                                             Maldives 2014 Developing
## 1224                                             Colombia 2012 Developing
## 1225                     Micronesia (Federated States of) 2003 Developing
## 1226                                               Guyana 2002 Developing
## 1227                                                 Mali 2006 Developing
## 1228                                              Liberia 2013 Developing
## 1229                                              Czechia 2013  Developed
## 1230                                  Antigua and Barbuda 2010 Developing
## 1231                                                Egypt 2008 Developing
## 1232                                                Benin 2012 Developing
## 1233                                              Lesotho 2001 Developing
## 1234                                  Antigua and Barbuda 2005 Developing
## 1235                                               Bhutan 2008 Developing
## 1236                                         Burkina Faso 2011 Developing
## 1237                                              Denmark 2012  Developed
## 1238                                              Senegal 2015 Developing
## 1239                                               Poland 2009  Developed
## 1240                                               Bhutan 2005 Developing
## 1241                                            Sri Lanka 2005 Developing
## 1242                                                Egypt 2002 Developing
## 1243                                                 Chad 2012 Developing
## 1244                                              Morocco 2005 Developing
## 1245                                              Somalia 2000 Developing
## 1246                                              Hungary 2014  Developed
## 1247                                               Greece 2014 Developing
## 1248                                                Gabon 2001 Developing
## 1249                                             Suriname 2012 Developing
## 1250                                             Djibouti 2004 Developing
## 1251                                        Guinea-Bissau 2001 Developing
## 1252                     Democratic Republic of the Congo 2012 Developing
## 1253                                                Chile 2012 Developing
## 1254                                              Croatia 2000  Developed
## 1255                                               Latvia 2011  Developed
## 1256                                              Belgium 2007  Developed
## 1257                                               Guinea 2007 Developing
## 1258                                             Colombia 2011 Developing
## 1259                                            Nicaragua 2012 Developing
## 1260                                              Ecuador 2003 Developing
## 1261                           Iran (Islamic Republic of) 2012 Developing
## 1262                                  Trinidad and Tobago 2013 Developing
## 1263                                         Burkina Faso 2001 Developing
## 1264                                               Malawi 2015 Developing
## 1265                                               Norway 2011  Developed
## 1266                                               Israel 2007 Developing
## 1267                                              Comoros 2014 Developing
## 1268                                Sao Tome and Principe 2007 Developing
## 1269                                           Kazakhstan 2005 Developing
## 1270                                             Kiribati 2006 Developing
## 1271                                              Bahamas 2001 Developing
## 1272                                                 Mali 2005 Developing
## 1273                                              Belarus 2006 Developing
## 1274                                                Italy 2002  Developed
## 1275                                              Senegal 2006 Developing
## 1276                                                Yemen 2002 Developing
## 1277                                                Kenya 2007 Developing
## 1278                                           Azerbaijan 2010 Developing
## 1279                                              Hungary 2010  Developed
## 1280                                 Syrian Arab Republic 2013 Developing
## 1281                                             Barbados 2010 Developing
## 1282                                            Mauritius 2015 Developing
## 1283                                   Dominican Republic 2013 Developing
## 1284                                             Cambodia 2006 Developing
## 1285                                           Luxembourg 2009  Developed
## 1286                                Sao Tome and Principe 2000 Developing
## 1287                                              Burundi 2007 Developing
## 1288                                          South Sudan 2006 Developing
## 1289                                           Mozambique 2011 Developing
## 1290                                              Albania 2009 Developing
## 1291                                             Maldives 2000 Developing
## 1292                     Bolivia (Plurinational State of) 2006 Developing
## 1293                     Lao People's Democratic Republic 2011 Developing
## 1294                                               Canada 2007 Developing
## 1295                                              Romania 2013  Developed
## 1296                                             Slovenia 2012  Developed
## 1297                                             Viet Nam 2005 Developing
## 1298                                    Republic of Korea 2006 Developing
## 1299                                               Cyprus 2011  Developed
## 1300                                               Canada 2010 Developing
## 1301                Democratic People's Republic of Korea 2000 Developing
## 1302                                             Ethiopia 2014 Developing
## 1303                                             Maldives 2012 Developing
## 1304                                              Iceland 2008  Developed
## 1305                                             Portugal 2008  Developed
## 1306                                              Namibia 2011 Developing
## 1307                                                Yemen 2003 Developing
## 1308                                               Brazil 2015 Developing
## 1309                               Bosnia and Herzegovina 2008 Developing
## 1310                                               Greece 2001 Developing
## 1311                                              Senegal 2009 Developing
## 1312                                     Papua New Guinea 2006 Developing
## 1313                                         Burkina Faso 2008 Developing
## 1314                                              Austria 2009  Developed
## 1315                                         Sierra Leone 2008 Developing
## 1316                     Democratic Republic of the Congo 2009 Developing
## 1317                                      Solomon Islands 2008 Developing
## 1318                                              Liberia 2007 Developing
## 1319                                              Jamaica 2010 Developing
## 1320                                          South Sudan 2012 Developing
## 1321                                             Ethiopia 2009 Developing
## 1322                                              Algeria 2002 Developing
## 1323                                              Albania 2005 Developing
## 1324                                                Nepal 2000 Developing
## 1325                                               Panama 2001 Developing
## 1326                                         Sierra Leone 2007 Developing
## 1327            The former Yugoslav republic of Macedonia 2001 Developing
## 1328                                              Eritrea 2012 Developing
## 1329                                           Uzbekistan 2004 Developing
## 1330                                             Paraguay 2000 Developing
## 1331                                          Saint Lucia 2010 Developing
## 1332                                              Comoros 2001 Developing
## 1333                                             Paraguay 2011 Developing
## 1334                                            Indonesia 2010 Developing
## 1335                                               Israel 2012 Developing
## 1336                             United States of America 2003  Developed
## 1337                                            Mauritius 2006 Developing
## 1338                                              Belarus 2015 Developing
## 1339                                               Panama 2000 Developing
## 1340                                               Malawi 2001 Developing
## 1341                                               France 2000 Developing
## 1342                                               Malawi 2008 Developing
## 1343                                              Lesotho 2009 Developing
## 1344                                          Netherlands 2004  Developed
## 1345                                               Brazil 2014 Developing
## 1346                                           Bangladesh 2005 Developing
## 1347 United Kingdom of Great Britain and Northern Ireland 2013  Developed
## 1348                                                Haiti 2001 Developing
## 1349                                               Serbia 2006 Developing
## 1350                                               Gambia 2004 Developing
## 1351                                            Lithuania 2003  Developed
## 1352                                   Russian Federation 2011 Developing
## 1353                                             Barbados 2001 Developing
## 1354                                           Luxembourg 2004  Developed
## 1355                                              Georgia 2014 Developing
## 1356                                              Belarus 2008 Developing
## 1357                                              Algeria 2011 Developing
## 1358                                             Zimbabwe 2011 Developing
## 1359                                              Hungary 2008  Developed
## 1360                          United Republic of Tanzania 2009 Developing
## 1361                                               Gambia 2011 Developing
## 1362                                                 Cuba 2011 Developing
## 1363                                                Tonga 2011 Developing
## 1364                                             Djibouti 2002 Developing
## 1365                                              Georgia 2002 Developing
## 1366                                                Benin 2014 Developing
## 1367                     Micronesia (Federated States of) 2001 Developing
## 1368                                              Hungary 2006  Developed
## 1369                           Iran (Islamic Republic of) 2011 Developing
## 1370                                                 Fiji 2015 Developing
## 1371                                              Lebanon 2007 Developing
## 1372                                            Indonesia 2003 Developing
## 1373                                             Paraguay 2007 Developing
## 1374                                    Equatorial Guinea 2012 Developing
## 1375                                              Albania 2002 Developing
## 1376                                               Rwanda 2010 Developing
## 1377                                              Somalia 2011 Developing
## 1378                                            Indonesia 2013 Developing
## 1379                                          Saint Lucia 2002 Developing
## 1380                                              Bahrain 2003 Developing
## 1381                                Sao Tome and Principe 2001 Developing
## 1382                                              Burundi 2006 Developing
## 1383                                              Germany 2010  Developed
## 1384                                              Bahrain 2010 Developing
## 1385                                           Luxembourg 2008  Developed
## 1386                                              Bahrain 2009 Developing
## 1387                                                Gabon 2004 Developing
## 1388                                             Portugal 2005  Developed
## 1389                                             Suriname 2002 Developing
## 1390                                             Cameroon 2001 Developing
## 1391                                             Ethiopia 2001 Developing
## 1392                                              Morocco 2013 Developing
## 1393                Democratic People's Republic of Korea 2002 Developing
## 1394                                                Italy 2008  Developed
## 1395                                    Equatorial Guinea 2013 Developing
## 1396                                           Luxembourg 2012  Developed
## 1397                             United States of America 2008  Developed
## 1398                                              Denmark 2000  Developed
## 1399                                             Thailand 2004 Developing
## 1400                                               Turkey 2014 Developing
## 1401                                              Senegal 2013 Developing
## 1402                                               Serbia 2003 Developing
## 1403                                              Hungary 2007  Developed
## 1404                                  Republic of Moldova 2011 Developing
## 1405                                              Comoros 2015 Developing
## 1406                                                Gabon 2003 Developing
## 1407                                         Sierra Leone 2009 Developing
## 1408                                               Zambia 2008 Developing
## 1409                                           Kyrgyzstan 2005 Developing
## 1410                                              Lebanon 2002 Developing
## 1411                                 United Arab Emirates 2012 Developing
## 1412                                  Trinidad and Tobago 2007 Developing
## 1413                                         South Africa 2011 Developing
## 1414                                           Tajikistan 2005 Developing
## 1415                                 United Arab Emirates 2014 Developing
## 1416                     Saint Vincent and the Grenadines 2003 Developing
## 1417                               Bosnia and Herzegovina 2007 Developing
## 1418                                               Malawi 2007 Developing
## 1419                                           Costa Rica 2007 Developing
## 1420                                             Pakistan 2004 Developing
## 1421                                               France 2003 Developing
## 1422                                                Malta 2009  Developed
## 1423                                             Portugal 2001  Developed
## 1424                                            Australia 2004  Developed
## 1425                                              Lebanon 2000 Developing
## 1426                                           Kyrgyzstan 2000 Developing
## 1427                                                 Togo 2015 Developing
## 1428                                              Eritrea 2007 Developing
## 1429                                Sao Tome and Principe 2002 Developing
## 1430                                              Jamaica 2007 Developing
## 1431                                         Burkina Faso 2004 Developing
## 1432                                 Syrian Arab Republic 2010 Developing
## 1433                                             Portugal 2014  Developed
## 1434                                      Solomon Islands 2000 Developing
## 1435                                                Japan 2006  Developed
## 1436                                              Bahrain 2002 Developing
## 1437                                              Germany 2000  Developed
## 1438                                         Saudi Arabia 2009 Developing
## 1439                     Democratic Republic of the Congo 2001 Developing
## 1440                     Saint Vincent and the Grenadines 2004 Developing
## 1441                                               Brazil 2006 Developing
## 1442                                               Mexico 2012 Developing
## 1443                                    Republic of Korea 2004 Developing
## 1444                                                Italy 2015  Developed
## 1445                                             Ethiopia 2012 Developing
## 1446                                             Mongolia 2003 Developing
## 1447                     Bolivia (Plurinational State of) 2003 Developing
## 1448                                                Kenya 2003 Developing
## 1449                                               Jordan 2004 Developing
## 1450                Democratic People's Republic of Korea 2014 Developing
## 1451                                                Spain 2000  Developed
## 1452                                              Bahrain 2004 Developing
## 1453                                               Serbia 2002 Developing
## 1454                                               Zambia 2010 Developing
## 1455                                          Timor-Leste 2013 Developing
## 1456                                               Kuwait 2012 Developing
## 1457                                              Denmark 2008  Developed
## 1458                                               Jordan 2015 Developing
## 1459                                                 Chad 2001 Developing
## 1460                                              Ireland 2012  Developed
## 1461                                    Equatorial Guinea 2005 Developing
## 1462                                         Saudi Arabia 2004 Developing
## 1463                                              Czechia 2008  Developed
## 1464                     Bolivia (Plurinational State of) 2013 Developing
## 1465                                          New Zealand 2000  Developed
## 1466                                                 Niue 2013 Developing
## 1467                                              Finland 2010 Developing
## 1468                                                 Oman 2010 Developing
## 1469                                               Greece 2006 Developing
## 1470                                             Ethiopia 2015 Developing
## 1471                                                Malta 2005  Developed
## 1472                                             Barbados 2004 Developing
## 1473                                         South Africa 2008 Developing
## 1474                                           Cabo Verde 2000 Developing
## 1475                               Bosnia and Herzegovina 2014 Developing
## 1476                                             Mongolia 2008 Developing
## 1477                                             Malaysia 2004 Developing
## 1478                                              Armenia 2009 Developing
## 1479                                                Tonga 2010 Developing
## 1480                                  Republic of Moldova 2003 Developing
## 1481                                              Vanuatu 2014 Developing
## 1482                                           Madagascar 2003 Developing
## 1483                                             Mongolia 2015 Developing
## 1484                                                Sudan 2008 Developing
## 1485                                              Georgia 2015 Developing
## 1486                                              Liberia 2001 Developing
## 1487                                              Grenada 2008 Developing
## 1488                                              Morocco 2000 Developing
## 1489                                                Japan 2012  Developed
## 1490                                            Guatemala 2012 Developing
## 1491                     Democratic Republic of the Congo 2006 Developing
## 1492                                           Mozambique 2003 Developing
## 1493                                             Thailand 2010 Developing
## 1494                                              Romania 2002  Developed
## 1495                                          El Salvador 2012 Developing
## 1496                                               Latvia 2007  Developed
## 1497                                             Pakistan 2005 Developing
## 1498                                               Sweden 2003  Developed
## 1499                                              Algeria 2015 Developing
## 1500                                                Egypt 2012 Developing
## 1501                                                Libya 2002 Developing
## 1502                                              Lesotho 2002 Developing
## 1503                                                 Chad 2006 Developing
## 1504                     Saint Vincent and the Grenadines 2001 Developing
## 1505                                               Mexico 2006 Developing
## 1506                                                Egypt 2013 Developing
## 1507                                              Liberia 2000 Developing
## 1508                                             Honduras 2007 Developing
## 1509                                                 Oman 2011 Developing
## 1510                                              Algeria 2012 Developing
## 1511                                             Malaysia 2008 Developing
## 1512                                  Antigua and Barbuda 2012 Developing
## 1513                                              Jamaica 2006 Developing
## 1514                                       Côte d'Ivoire 2008 Developing
## 1515                                              Somalia 2010 Developing
## 1516                                                China 2009 Developing
## 1517                                              Bahamas 2012 Developing
## 1518                                             Botswana 2001 Developing
## 1519                                              Lebanon 2015 Developing
## 1520                                          Afghanistan 2005 Developing
## 1521                                                 Iraq 2010 Developing
## 1522                                  Republic of Moldova 2009 Developing
## 1523                                             Mongolia 2013 Developing
## 1524                                              Somalia 2007 Developing
## 1525                                            Singapore 2007  Developed
## 1526                                             Thailand 2007 Developing
## 1527                                           Mozambique 2007 Developing
## 1528                                                 Fiji 2014 Developing
## 1529                                             Colombia 2010 Developing
## 1530                                    Republic of Korea 2012 Developing
## 1531                                                Ghana 2006 Developing
## 1532                                                Congo 2010 Developing
## 1533                                           Mauritania 2004 Developing
## 1534                                            Nicaragua 2005 Developing
## 1535                                            Argentina 2004 Developing
## 1536                                             Ethiopia 2010 Developing
## 1537                                                Chile 2000 Developing
## 1538                                                Tonga 2001 Developing
## 1539                                    Equatorial Guinea 2009 Developing
## 1540                                               Belize 2009 Developing
## 1541                                              Bahrain 2013 Developing
## 1542                                             Maldives 2002 Developing
## 1543                                              Germany 2008  Developed
## 1544                                    Equatorial Guinea 2000 Developing
## 1545                                           Tajikistan 2004 Developing
## 1546                                                Ghana 2010 Developing
## 1547                                                 Mali 2014 Developing
## 1548                                                Spain 2015  Developed
## 1549                                               Greece 2002 Developing
## 1550                                    Brunei Darussalam 2004 Developing
## 1551 United Kingdom of Great Britain and Northern Ireland 2014  Developed
## 1552                     Lao People's Democratic Republic 2010 Developing
## 1553                                               Canada 2015 Developing
## 1554                                              Vanuatu 2005 Developing
## 1555                               Bosnia and Herzegovina 2011 Developing
## 1556                                  Trinidad and Tobago 2001 Developing
## 1557                                        Guinea-Bissau 2015 Developing
## 1558                                        Guinea-Bissau 2012 Developing
## 1559                                              Somalia 2012 Developing
## 1560                                              Denmark 2006  Developed
## 1561                                              Czechia 2003  Developed
## 1562                                                Kenya 2001 Developing
## 1563                                             Colombia 2009 Developing
## 1564                                              Germany 2013  Developed
## 1565                                          Afghanistan 2009 Developing
## 1566                                               Mexico 2014 Developing
## 1567                                               Greece 2005 Developing
## 1568                                              Eritrea 2014 Developing
## 1569                                              Senegal 2004 Developing
## 1570                                              Belgium 2011  Developed
## 1571                     Democratic Republic of the Congo 2005 Developing
## 1572                                          Philippines 2012 Developing
## 1573                                         Turkmenistan 2003 Developing
## 1574                                              Belgium 2009  Developed
## 1575                                                Nepal 2010 Developing
## 1576                                             Slovakia 2009  Developed
## 1577                                              Grenada 2000 Developing
## 1578                                              Morocco 2008 Developing
## 1579                                                 Fiji 2004 Developing
## 1580                                    Equatorial Guinea 2008 Developing
## 1581                             United States of America 2009  Developed
## 1582 United Kingdom of Great Britain and Northern Ireland 2007  Developed
## 1583                                                Samoa 2014 Developing
## 1584                                             Slovenia 2009  Developed
## 1585                                                 Togo 2010 Developing
## 1586                                           Bangladesh 2014 Developing
## 1587                                              Iceland 2013  Developed
## 1588                                              Austria 2008  Developed
## 1589                                               Bhutan 2015 Developing
## 1590                                   Russian Federation 2001 Developing
## 1591                                             Paraguay 2010 Developing
## 1592                                          Timor-Leste 2005 Developing
## 1593                                              Lesotho 2011 Developing
## 1594                                              Uruguay 2002 Developing
## 1595                                              Bahamas 2009 Developing
## 1596                                         Sierra Leone 2010 Developing
## 1597                                           Luxembourg 2013  Developed
## 1598                                               Serbia 2011 Developing
## 1599                                               Uganda 2003 Developing
## 1600                                               Rwanda 2012 Developing
## 1601                                                 Cuba 2010 Developing
## 1602                                                Tonga 2007 Developing
## 1603                                           Azerbaijan 2013 Developing
## 1604                                              Ukraine 2000 Developing
## 1605                                             Ethiopia 2008 Developing
## 1606                                                Yemen 2008 Developing
## 1607                                    Brunei Darussalam 2015 Developing
## 1608                                              Uruguay 2009 Developing
## 1609                                                Chile 2002 Developing
## 1610 United Kingdom of Great Britain and Northern Ireland 2000  Developed
## 1611                   Venezuela (Bolivarian Republic of) 2015 Developing
## 1612                                              Vanuatu 2013 Developing
## 1613                                             Thailand 2014 Developing
## 1614                                             Botswana 2010 Developing
## 1615                                                 Mali 2001 Developing
## 1616                                               Monaco 2013 Developing
## 1617            The former Yugoslav republic of Macedonia 2002 Developing
## 1618                                                Haiti 2012 Developing
## 1619                                           Cabo Verde 2004 Developing
## 1620                                              Vanuatu 2009 Developing
## 1621                                                Yemen 2007 Developing
## 1622                                    Republic of Korea 2005 Developing
## 1623                                            Mauritius 2007 Developing
## 1624                                              Albania 2007 Developing
## 1625                                               France 2009 Developing
## 1626                                          Philippines 2010 Developing
## 1627                                            Singapore 2014  Developed
## 1628                                                 Togo 2014 Developing
## 1629                                                Libya 2007 Developing
## 1630                                               Israel 2002 Developing
## 1631                                Saint Kitts and Nevis 2013 Developing
## 1632                                              Burundi 2015 Developing
## 1633                                               Belize 2001 Developing
## 1634                                           Kazakhstan 2002 Developing
## 1635                                         Turkmenistan 2004 Developing
## 1636                                                Benin 2007 Developing
## 1637 United Kingdom of Great Britain and Northern Ireland 2009  Developed
## 1638                                           Tajikistan 2008 Developing
## 1639                                                Japan 2009  Developed
## 1640                                                 Peru 2014 Developing
## 1641                                             Slovenia 2014  Developed
## 1642                          United Republic of Tanzania 2012 Developing
## 1643                                                Congo 2003 Developing
## 1644                   Venezuela (Bolivarian Republic of) 2010 Developing
## 1645                                  Republic of Moldova 2000 Developing
## 1646                                             Djibouti 2003 Developing
## 1647                                              Bahrain 2011 Developing
## 1648                                          Saint Lucia 2004 Developing
## 1649                                              Eritrea 2015 Developing
## 1650                                              Grenada 2003 Developing
## 1651            The former Yugoslav republic of Macedonia 2010 Developing
## 1652                                             Slovakia 2002  Developed
## 1653                                             Viet Nam 2004 Developing
## 1654                                    Equatorial Guinea 2010 Developing
## 1655                                               Canada 2000 Developing
## 1656                                           Mauritania 2013 Developing
## 1657                                                China 2008 Developing
## 1658                                              Namibia 2010 Developing
## 1659            The former Yugoslav republic of Macedonia 2006 Developing
## 1660                                  Antigua and Barbuda 2008 Developing
## 1661                                               Latvia 2004  Developed
## 1662                                              Namibia 2000 Developing
## 1663                                                 Cuba 2009 Developing
## 1664                                                Congo 2008 Developing
## 1665                                              Algeria 2008 Developing
## 1666                                             Ethiopia 2000 Developing
## 1667                                      Solomon Islands 2004 Developing
## 1668                                                Italy 2005  Developed
## 1669                                              Senegal 2000 Developing
## 1670                                           Costa Rica 2001 Developing
## 1671                                               Uganda 2005 Developing
## 1672                                           Mozambique 2014 Developing
## 1673                   Venezuela (Bolivarian Republic of) 2002 Developing
## 1674                                           Mauritania 2000 Developing
## 1675                                            Australia 2006  Developed
## 1676                                            Lithuania 2009  Developed
## 1677                                               Serbia 2000 Developing
## 1678                                                Benin 2005 Developing
## 1679                                              Austria 2004  Developed
## 1680                                               Gambia 2003 Developing
## 1681                                  Trinidad and Tobago 2004 Developing
## 1682                                              Myanmar 2013 Developing
## 1683                                              Croatia 2002  Developed
## 1684                                              Namibia 2008 Developing
## 1685                                              Georgia 2007 Developing
## 1686                                              Ecuador 2000 Developing
## 1687                                                Egypt 2007 Developing
## 1688                                                China 2005 Developing
## 1689                                              Morocco 2007 Developing
## 1690                                              Hungary 2002  Developed
## 1691                                               Angola 2000 Developing
## 1692                                             Viet Nam 2003 Developing
## 1693                                                Congo 2001 Developing
## 1694                                               Bhutan 2004 Developing
## 1695                                         Turkmenistan 2007 Developing
## 1696                                               Gambia 2009 Developing
## 1697                                            Sri Lanka 2008 Developing
## 1698                                             Portugal 2003  Developed
## 1699                                               Gambia 2013 Developing
## 1700                                           Seychelles 2005 Developing
## 1701                                                Libya 2012 Developing
## 1702                                             Barbados 2014 Developing
## 1703                                                 Fiji 2012 Developing
## 1704                                              Armenia 2008 Developing
## 1705                                             Cameroon 2005 Developing
## 1706                                              Belgium 2004  Developed
## 1707                             United States of America 2013  Developed
## 1708                                               Cyprus 2000  Developed
## 1709                                         Turkmenistan 2001 Developing
## 1710                                              Ireland 2003  Developed
## 1711                                               Guyana 2012 Developing
## 1712                                             Viet Nam 2014 Developing
## 1713                                              Hungary 2004  Developed
## 1714                                              Denmark 2005  Developed
## 1715            The former Yugoslav republic of Macedonia 2004 Developing
## 1716                                                Niger 2002 Developing
## 1717                                               Poland 2000  Developed
## 1718                                              Tunisia 2012 Developing
## 1719                                            Australia 2007  Developed
## 1720                                              Morocco 2010 Developing
## 1721                                               Gambia 2012 Developing
## 1722                                Sao Tome and Principe 2005 Developing
## 1723                                                Nepal 2011 Developing
## 1724                                         Sierra Leone 2013 Developing
## 1725                                               Bhutan 2009 Developing
## 1726                                                Sudan 2015 Developing
## 1727                                                Yemen 2000 Developing
## 1728                                              Senegal 2003 Developing
## 1729                             Central African Republic 2006 Developing
## 1730                                              Ukraine 2009 Developing
## 1731                                               Norway 2005  Developed
## 1732                                            Australia 2013  Developed
## 1733                                    Republic of Korea 2008 Developing
## 1734                                                 Chad 2002 Developing
## 1735                                            Singapore 2005  Developed
## 1736                                 United Arab Emirates 2000 Developing
## 1737                                              Denmark 2002  Developed
## 1738                                           Luxembourg 2014  Developed
## 1739                                               Belize 2006 Developing
## 1740                Democratic People's Republic of Korea 2013 Developing
## 1741                                         Saudi Arabia 2006 Developing
## 1742                                              Croatia 2010  Developed
## 1743                                             Slovenia 2001  Developed
## 1744                                           Costa Rica 2011 Developing
## 1745                                              Senegal 2001 Developing
## 1746                                              Ireland 2009  Developed
## 1747                                         Turkmenistan 2015 Developing
## 1748                                               Uganda 2007 Developing
## 1749                                Sao Tome and Principe 2012 Developing
## 1750                                               Poland 2012  Developed
## 1751                                             Cameroon 2007 Developing
## 1752                                              Bahamas 2000 Developing
## 1753                                               Panama 2013 Developing
## 1754                                              Lebanon 2006 Developing
## 1755                                               Brazil 2003 Developing
## 1756                                               Uganda 2013 Developing
## 1757                                              Somalia 2005 Developing
## 1758                                              Lesotho 2007 Developing
## 1759                                              Tunisia 2005 Developing
## 1760                                               Angola 2003 Developing
## 1761                                             Maldives 2008 Developing
## 1762                                               France 2001 Developing
## 1763                   Venezuela (Bolivarian Republic of) 2005 Developing
## 1764                                               Jordan 2006 Developing
## 1765                                              Romania 2010  Developed
## 1766                                            Singapore 2013  Developed
## 1767                                          Netherlands 2006  Developed
## 1768                                             Honduras 2014 Developing
## 1769                                           Tajikistan 2006 Developing
## 1770                     Lao People's Democratic Republic 2009 Developing
## 1771                                            Lithuania 2002  Developed
## 1772                                           Cabo Verde 2009 Developing
## 1773                                             Cambodia 2005 Developing
## 1774                             Central African Republic 2003 Developing
## 1775                                                Qatar 2009 Developing
## 1776                                                Niger 2009 Developing
## 1777                                          New Zealand 2001  Developed
## 1778                                             Bulgaria 2004  Developed
## 1779                                              Morocco 2014 Developing
## 1780                                              Burundi 2001 Developing
## 1781                                               Belize 2010 Developing
## 1782                                            Mauritius 2005 Developing
## 1783                                                Benin 2006 Developing
## 1784                                              Ukraine 2014 Developing
## 1785                                              Estonia 2007 Developing
## 1786                                            Nicaragua 2000 Developing
## 1787                                    Equatorial Guinea 2006 Developing
## 1788                                                 Iraq 2014 Developing
## 1789                                                Benin 2008 Developing
## 1790 United Kingdom of Great Britain and Northern Ireland 2001  Developed
## 1791 United Kingdom of Great Britain and Northern Ireland 2008  Developed
## 1792                                     Papua New Guinea 2011 Developing
## 1793                                  Antigua and Barbuda 2006 Developing
## 1794                                           Azerbaijan 2004 Developing
## 1795                                          New Zealand 2011  Developed
## 1796                                Sao Tome and Principe 2003 Developing
## 1797                                              Morocco 2009 Developing
## 1798                                                Japan 2001  Developed
## 1799                     Democratic Republic of the Congo 2004 Developing
## 1800                                                Niger 2013 Developing
## 1801                                              Comoros 2010 Developing
## 1802                                            Mauritius 2000 Developing
## 1803                                              Lebanon 2011 Developing
## 1804                                            Nicaragua 2009 Developing
## 1805                                               Gambia 2008 Developing
## 1806                                               Gambia 2007 Developing
## 1807                                              Germany 2009  Developed
## 1808                                     Papua New Guinea 2002 Developing
## 1809                                               Guinea 2004 Developing
## 1810                                           Costa Rica 2005 Developing
## 1811                                              Myanmar 2010 Developing
## 1812                             United States of America 2004  Developed
## 1813                                              Germany 2002  Developed
## 1814                                         Saudi Arabia 2008 Developing
## 1815                                              Grenada 2005 Developing
## 1816                                             Honduras 2006 Developing
## 1817                                             Cambodia 2008 Developing
## 1818                                          Afghanistan 2011 Developing
## 1819                                                Gabon 2000 Developing
## 1820                                                Malta 2008  Developed
## 1821                                                Egypt 2003 Developing
## 1822                                                 Peru 2007 Developing
## 1823                                             Paraguay 2006 Developing
## 1824                                              Bahrain 2000 Developing
## 1825                                           Tajikistan 2011 Developing
## 1826                                             Viet Nam 2013 Developing
## 1827                                               Mexico 2011 Developing
## 1828                                             Malaysia 2011 Developing
## 1829                                            Lithuania 2014  Developed
## 1830                                            Mauritius 2003 Developing
## 1831                     Lao People's Democratic Republic 2003 Developing
## 1832                                   Russian Federation 2015 Developing
## 1833                                                Benin 2013 Developing
## 1834                                               Jordan 2011 Developing
## 1835                                           Madagascar 2012 Developing
## 1836                                      Solomon Islands 2002 Developing
## 1837                                              Namibia 2003 Developing
## 1838                                              Somalia 2006 Developing
## 1839                                          El Salvador 2007 Developing
## 1840                                                Samoa 2002 Developing
## 1841                                             Colombia 2007 Developing
## 1842                                   Dominican Republic 2001 Developing
## 1843                                                Italy 2001  Developed
## 1844                                             Portugal 2000  Developed
## 1845                                                Japan 2013  Developed
## 1846                                              Eritrea 2003 Developing
## 1847                                                Gabon 2013 Developing
## 1848                                           Montenegro 2002 Developing
## 1849                                             Botswana 2012 Developing
## 1850                                                China 2007 Developing
## 1851                                          Netherlands 2015  Developed
## 1852                                               Cyprus 2014  Developed
## 1853                                              Austria 2011  Developed
## 1854                                             Slovakia 2003  Developed
## 1855                                             Thailand 2002 Developing
## 1856                                            Guatemala 2013 Developing
## 1857                                                 Cuba 2007 Developing
## 1858                                                Kenya 2002 Developing
## 1859                                               Brazil 2001 Developing
## 1860                                              Bahrain 2008 Developing
## 1861                                             Cambodia 2010 Developing
## 1862                                          New Zealand 2004  Developed
## 1863                     Saint Vincent and the Grenadines 2009 Developing
## 1864                                   Dominican Republic 2009 Developing
## 1865                                 United Arab Emirates 2007 Developing
## 1866                                               Brazil 2007 Developing
## 1867                                               Malawi 2006 Developing
## 1868                                               Gambia 2002 Developing
## 1869                                             Suriname 2013 Developing
## 1870                                              Belarus 2009 Developing
## 1871                                               Malawi 2011 Developing
## 1872                                               Turkey 2007 Developing
## 1873                                               Turkey 2002 Developing
## 1874                                             Colombia 2002 Developing
## 1875                                            Lithuania 2012  Developed
## 1876                                               Rwanda 2005 Developing
## 1877                                           Kazakhstan 2001 Developing
## 1878                                              Germany 2015  Developed
## 1879                                                Sudan 2006 Developing
## 1880                                          El Salvador 2002 Developing
## 1881                                                Spain 2010  Developed
## 1882                                           Montenegro 2003 Developing
## 1883                             United States of America 2007  Developed
## 1884                                               Zambia 2000 Developing
## 1885                                           Costa Rica 2012 Developing
## 1886 United Kingdom of Great Britain and Northern Ireland 2010  Developed
## 1887                                             Pakistan 2007 Developing
## 1888                                              Jamaica 2002 Developing
## 1889                                             Viet Nam 2006 Developing
## 1890                                          Timor-Leste 2008 Developing
## 1891                                    Equatorial Guinea 2001 Developing
## 1892                           Iran (Islamic Republic of) 2009 Developing
## 1893                                              Namibia 2007 Developing
## 1894                                                Libya 2008 Developing
## 1895                                           Cabo Verde 2010 Developing
## 1896                                                Ghana 2004 Developing
## 1897                                               Uganda 2006 Developing
## 1898                                                Benin 2004 Developing
## 1899                                               Guinea 2001 Developing
## 1900                                               Uganda 2011 Developing
## 1901                                               Turkey 2012 Developing
## 1902                                               Poland 2006  Developed
## 1903                                          South Sudan 2013 Developing
## 1904                                          Saint Lucia 2011 Developing
## 1905                             Central African Republic 2014 Developing
## 1906                                           Kazakhstan 2009 Developing
## 1907                                                 Fiji 2011 Developing
## 1908                                                Niger 2005 Developing
## 1909                                                Spain 2006  Developed
## 1910                                  Trinidad and Tobago 2002 Developing
## 1911                                          New Zealand 2013  Developed
## 1912                                               Norway 2013  Developed
## 1913                                    Brunei Darussalam 2014 Developing
## 1914                                             Zimbabwe 2003 Developing
## 1915                          United Republic of Tanzania 2006 Developing
## 1916                                              Lesotho 2006 Developing
## 1917                                          New Zealand 2012  Developed
## 1918                                            Swaziland 2005 Developing
## 1919                                               Angola 2001 Developing
## 1920                                              Czechia 2015  Developed
## 1921                                              Senegal 2014 Developing
## 1922                                                Libya 2011 Developing
## 1923                                                Yemen 2011 Developing
## 1924                                              Somalia 2013 Developing
## 1925                                               France 2002 Developing
## 1926                                              Czechia 2006  Developed
## 1927                                             Viet Nam 2007 Developing
## 1928                                          Switzerland 2000  Developed
## 1929                                                Samoa 2009 Developing
## 1930                                    Brunei Darussalam 2003 Developing
## 1931                                                Spain 2008  Developed
## 1932                                             Slovakia 2001  Developed
## 1933                                            Australia 2000  Developed
## 1934                                              Austria 2013  Developed
## 1935                                              Algeria 2014 Developing
## 1936                                              Armenia 2013 Developing
## 1937                                             Djibouti 2000 Developing
## 1938                                           Costa Rica 2006 Developing
## 1939                                               France 2010 Developing
## 1940                                       Côte d'Ivoire 2006 Developing
## 1941                             United States of America 2002  Developed
## 1942                                            Argentina 2000 Developing
## 1943                                   Dominican Republic 2012 Developing
## 1944                                            Indonesia 2000 Developing
## 1945                                               Malawi 2009 Developing
## 1946                                                Italy 2000  Developed
## 1947                                             Malaysia 2007 Developing
## 1948                                 United Arab Emirates 2002 Developing
## 1949                                           Azerbaijan 2014 Developing
## 1950                                              Georgia 2010 Developing
## 1951                                    Brunei Darussalam 2009 Developing
## 1952                                                Samoa 2004 Developing
## 1953                                              Eritrea 2005 Developing
## 1954                                     Papua New Guinea 2013 Developing
## 1955                                            Mauritius 2012 Developing
## 1956                                               Zambia 2003 Developing
## 1957                                              Nigeria 2013 Developing
## 1958                                           Kyrgyzstan 2002 Developing
## 1959                                  Trinidad and Tobago 2009 Developing
## 1960                                           Montenegro 2011 Developing
## 1961                                              Ecuador 2006 Developing
## 1962                                          Switzerland 2009  Developed
## 1963                                              Tunisia 2007 Developing
## 1964                                              Albania 2011 Developing
## 1965                                               Greece 2009 Developing
## 1966                                           Uzbekistan 2007 Developing
## 1967                                             Zimbabwe 2006 Developing
## 1968                                              Ecuador 2014 Developing
## 1969                                              Bahamas 2007 Developing
## 1970                                           Montenegro 2014 Developing
## 1971                                              Estonia 2008 Developing
## 1972                                              Iceland 2015  Developed
## 1973                                              Somalia 2001 Developing
## 1974                                                Ghana 2002 Developing
## 1975                                            Argentina 2014 Developing
## 1976                                             Djibouti 2006 Developing
## 1977                                               Jordan 2008 Developing
## 1978                                              Ireland 2014  Developed
## 1979                                           Kyrgyzstan 2007 Developing
## 1980                                                Kenya 2011 Developing
## 1981                                              Belgium 2012  Developed
## 1982                                              Czechia 2010  Developed
## 1983                                                Nepal 2004 Developing
## 1984                                                 Fiji 2003 Developing
## 1985                                              Ireland 2011  Developed
## 1986                                             Slovenia 2005  Developed
## 1987                                              Belarus 2014 Developing
## 1988            The former Yugoslav republic of Macedonia 2013 Developing
## 1989                                                Malta 2010  Developed
## 1990                     Democratic Republic of the Congo 2013 Developing
## 1991                                              Romania 2005  Developed
## 1992                                            Lithuania 2005  Developed
## 1993                                             Zimbabwe 2015 Developing
## 1994                                             Honduras 2003 Developing
## 1995                                                Egypt 2009 Developing
## 1996                     Democratic Republic of the Congo 2002 Developing
## 1997                                              Lebanon 2008 Developing
## 1998                                               Latvia 2015  Developed
## 1999                                  Antigua and Barbuda 2015 Developing
## 2000                                           Kazakhstan 2003 Developing
## 2001                                              Morocco 2001 Developing
## 2002                                             Cameroon 2008 Developing
## 2003                                           Mozambique 2001 Developing
## 2004                                                 Peru 2009 Developing
## 2005                   Venezuela (Bolivarian Republic of) 2008 Developing
## 2006                               Bosnia and Herzegovina 2000 Developing
## 2007                                                Kenya 2004 Developing
## 2008                                              Hungary 2011  Developed
## 2009                                              Ukraine 2007 Developing
## 2010                                              Estonia 2001 Developing
## 2011                                              Tunisia 2011 Developing
## 2012                                            Sri Lanka 2004 Developing
## 2013                                 Syrian Arab Republic 2003 Developing
## 2014                     Lao People's Democratic Republic 2001 Developing
## 2015                                                Haiti 2005 Developing
## 2016                                            Singapore 2011  Developed
## 2017                                              Germany 2001  Developed
## 2018            The former Yugoslav republic of Macedonia 2012 Developing
## 2019                                              Iceland 2001  Developed
## 2020                                              Comoros 2011 Developing
## 2021                                                 Fiji 2005 Developing
## 2022                                             Suriname 2005 Developing
## 2023                                               Serbia 2007 Developing
## 2024                                            Singapore 2006  Developed
## 2025                                           Mozambique 2012 Developing
## 2026                                                 Peru 2003 Developing
## 2027                                            Australia 2003  Developed
## 2028                                Sao Tome and Principe 2014 Developing
## 2029                                                Japan 2007  Developed
## 2030                                             Pakistan 2001 Developing
## 2031                                              Iceland 2005  Developed
## 2032                                              Somalia 2004 Developing
## 2033                Democratic People's Republic of Korea 2007 Developing
## 2034                     Micronesia (Federated States of) 2014 Developing
## 2035                             Central African Republic 2015 Developing
## 2036                                            Guatemala 2003 Developing
## 2037                                             Mongolia 2002 Developing
## 2038                                                Libya 2001 Developing
## 2039                                                Yemen 2010 Developing
## 2040                                               Canada 2004 Developing
## 2041                                                 Oman 2012 Developing
## 2042                                                Gabon 2007 Developing
## 2043                                                 Mali 2011 Developing
## 2044                                               Jordan 2003 Developing
## 2045                                               Guyana 2008 Developing
## 2046                                                Nepal 2012 Developing
## 2047                                     Papua New Guinea 2010 Developing
## 2048                                               Angola 2005 Developing
## 2049                                    Republic of Korea 2011 Developing
## 2050                                                Niger 2011 Developing
## 2051                     Micronesia (Federated States of) 2011 Developing
## 2052                                              Bahrain 2005 Developing
## 2053                                             Honduras 2009 Developing
## 2054                                             Botswana 2011 Developing
## 2055                                             Kiribati 2005 Developing
## 2056                                             Honduras 2013 Developing
## 2057                                                Samoa 2012 Developing
## 2058                                             Djibouti 2007 Developing
## 2059                                             Botswana 2007 Developing
## 2060                                Sao Tome and Principe 2009 Developing
## 2061                                                 Iraq 2006 Developing
## 2062                                              Comoros 2012 Developing
## 2063                                               Guinea 2005 Developing
## 2064                                         Sierra Leone 2005 Developing
## 2065                                  Republic of Moldova 2006 Developing
## 2066                                                Libya 2006 Developing
## 2067                                                 Mali 2003 Developing
## 2068                                          Switzerland 2001  Developed
## 2069                                               Sweden 2013  Developed
## 2070                                                Kenya 2000 Developing
## 2071                                               Guyana 2015 Developing
## 2072                     Lao People's Democratic Republic 2012 Developing
## 2073                                              Hungary 2000  Developed
## 2074                                               Mexico 2013 Developing
## 2075                                               Brazil 2004 Developing
## 2076                                           Kazakhstan 2014 Developing
## 2077                                              Lesotho 2012 Developing
## 2078                                          Switzerland 2005  Developed
## 2079                                             Pakistan 2014 Developing
## 2080                                               Brazil 2009 Developing
## 2081                                               Israel 2009 Developing
## 2082                                      Solomon Islands 2015 Developing
## 2083                                           Uzbekistan 2013 Developing
## 2084                                              Iceland 2012  Developed
## 2085                                              Liberia 2002 Developing
## 2086                                            Singapore 2003  Developed
## 2087                                                 Cuba 2000 Developing
## 2088                                               Zambia 2014 Developing
## 2089                                         Sierra Leone 2001 Developing
## 2090                                                Ghana 2014 Developing
## 2091                                        Guinea-Bissau 2000 Developing
## 2092                                              Iceland 2014  Developed
## 2093                                              Finland 2003 Developing
## 2094                                            Argentina 2009 Developing
## 2095                                             Suriname 2008 Developing
## 2096                                            Singapore 2000  Developed
## 2097                                              Lebanon 2004 Developing
## 2098                                              Ukraine 2002 Developing
## 2099                                            Sri Lanka 2014 Developing
## 2100                                              Iceland 2009  Developed
## 2101                                               Serbia 2009 Developing
## 2102                                                Nepal 2003 Developing
## 2103                                             Cameroon 2006 Developing
## 2104                                            Indonesia 2011 Developing
## 2105                                                 Chad 2013 Developing
## 2106                                              Germany 2014  Developed
## 2107                                             Kiribati 2001 Developing
## 2108                                                Haiti 2000 Developing
## 2109                                             Bulgaria 2008  Developed
## 2110                                  Trinidad and Tobago 2012 Developing
## 2111                     Democratic Republic of the Congo 2008 Developing
## 2112                                                 Mali 2012 Developing
## 2113                                                Japan 2010  Developed
## 2114                                             Paraguay 2009 Developing
## 2115                                            Indonesia 2001 Developing
## 2116                                              Czechia 2004  Developed
## 2117                                              Denmark 2003  Developed
## 2118                                              Uruguay 2008 Developing
## 2119                                          Timor-Leste 2002 Developing
## 2120                                                Nepal 2007 Developing
## 2121                                           Costa Rica 2010 Developing
## 2122                                          Saint Lucia 2008 Developing
## 2123                                 Syrian Arab Republic 2008 Developing
## 2124                                            Nicaragua 2014 Developing
## 2125                                             Malaysia 2012 Developing
## 2126                                             Suriname 2006 Developing
## 2127                                                Tonga 2006 Developing
## 2128                                                Kenya 2009 Developing
## 2129                                              Comoros 2005 Developing
## 2130                                          Saint Lucia 2003 Developing
## 2131                                              Albania 2013 Developing
## 2132                                            Guatemala 2002 Developing
## 2133                                                Samoa 2011 Developing
## 2134                                             Zimbabwe 2013 Developing
## 2135                                              Estonia 2014 Developing
## 2136                                   Dominican Republic 2002 Developing
## 2137                                                Tonga 2002 Developing
## 2138                                               France 2011 Developing
## 2139                                              Denmark 2013  Developed
## 2140                                            Sri Lanka 2009 Developing
## 2141                                            Sri Lanka 2001 Developing
## 2142                                              Jamaica 2004 Developing
## 2143                                            Australia 2005  Developed
## 2144                                              Czechia 2005  Developed
## 2145                                            Indonesia 2006 Developing
## 2146                                                Libya 2004 Developing
## 2147                                             Colombia 2000 Developing
## 2148                                                Tonga 2000 Developing
## 2149                                                 Oman 2001 Developing
## 2150                                               Sweden 2011  Developed
## 2151                                          Netherlands 2011  Developed
## 2152                                             Cameroon 2011 Developing
## 2153                                               Latvia 2001  Developed
## 2154                                              Ecuador 2001 Developing
## 2155                                           Mauritania 2008 Developing
## 2156                             Central African Republic 2009 Developing
## 2157                                        Guinea-Bissau 2004 Developing
## 2158                                             Slovakia 2007  Developed
## 2159                                            Sri Lanka 2015 Developing
## 2160                                              Uruguay 2005 Developing
## 2161                                                China 2015 Developing
## 2162                                             Ethiopia 2004 Developing
## 2163                                              Belgium 2003  Developed
## 2164                                              Albania 2003 Developing
## 2165                     Micronesia (Federated States of) 2000 Developing
## 2166                                               Cyprus 2012  Developed
## 2167                                              Eritrea 2002 Developing
## 2168                                  Trinidad and Tobago 2006 Developing
## 2169                                      Solomon Islands 2009 Developing
## 2170                                 Syrian Arab Republic 2004 Developing
## 2171                                           Uzbekistan 2014 Developing
## 2172                                             Portugal 2011  Developed
## 2173                                               France 2008 Developing
## 2174                                                 Mali 2008 Developing
## 2175                                           Cabo Verde 2002 Developing
## 2176                                          New Zealand 2005  Developed
## 2177                                              Albania 2000 Developing
## 2178                                             Viet Nam 2011 Developing
## 2179                                            Argentina 2012 Developing
## 2180                                                 Peru 2000 Developing
## 2181                                  Republic of Moldova 2001 Developing
## 2182                                            Guatemala 2005 Developing
##      Life.expectancy Adult.Mortality infant.deaths Alcohol
## 1               62.5             243            62    1.77
## 2               81.5              58             0    7.20
## 3               64.7              22             0    5.46
## 4               45.6              58            17    1.47
## 5               71.0             135           104    0.01
## 6               78.7               8             1    9.56
## 7               74.1             151             4    3.11
## 8               81.0              67             0   10.49
## 9               82.2               6             1    2.62
## 10              79.2              81             0    9.56
## 11              77.9              12             1    4.26
## 12              71.2              17             0      NA
## 13              55.0             282            56    0.55
## 14              75.3              92             1    1.79
## 15              62.4             249            37      NA
## 16              65.7             232             1    7.20
## 17              61.7              31             2    8.64
## 18              48.1             652             2    4.90
## 19              66.0             271            41    1.76
## 20              73.7              14            10    4.72
## 21              66.3             198             0      NA
## 22              73.8             137            30    2.03
## 23              77.9               7             0    1.20
## 24              64.3             193            12    0.60
## 25              71.9             199             0   11.84
## 26              73.3             163             0    2.95
## 27              64.2              22            61    0.28
## 28              75.2              11             0    8.74
## 29              73.4              16             0    1.60
## 30              72.6             145             0    1.10
## 31              78.4              93             2    7.57
## 32              53.6             362           490    0.01
## 33              77.4              79             0    0.97
## 34              65.4             228            37    0.01
## 35              72.5             184             1   13.24
## 36              74.4             111             0    1.77
## 37              64.5             293             6      NA
## 38              66.1             232             3    0.01
## 39              68.9              23             0    2.31
## 40              74.5             147             3    3.39
## 41              72.9              15             0    7.84
## 42              69.3             198             9    3.93
## 43              74.0              14            30    0.15
## 44              75.0             161             0    9.19
## 45              74.2             113             0    8.47
## 46              72.6             171             1    3.46
## 47              54.9             355            15    1.01
## 48              75.0             133             2      NA
## 49              72.8             148            16    4.26
## 50              73.1             138             3    0.48
## 51              78.8              88             0   12.20
## 52              59.8             258           236      NA
## 53              73.0              14             6    1.02
## 54              67.9             228             1    0.28
## 55              59.1             251            25    1.40
## 56              45.5             648             5    1.99
## 57              73.8             129            20    0.44
## 58              73.0              19             0    5.26
## 59              70.0             229            14   10.58
## 60              65.1             226            12    2.66
## 61              73.7              16            11    5.88
## 62              75.4             122             1    5.66
## 63              79.3              13            23      NA
## 64              47.1             568             3    6.72
## 65              72.0             153             0    1.79
## 66              87.0              65             0    6.61
## 67              77.0              12             0   11.56
## 68              76.9              79             0    0.88
## 69              44.6             717            28    4.14
## 70              67.3             219            63    4.08
## 71              76.6              84             0    1.18
## 72              53.0             439            16    0.01
## 73              56.7             295            87    0.01
## 74              67.5             225             1    6.71
## 75              66.8             221            68    4.54
## 76              85.0              67             0    6.60
## 77              63.0             252             1    0.38
## 78              71.5             175             5    1.45
## 79              74.0             113             4    0.41
## 80              66.1             218             0    7.49
## 81              79.1              86             3   11.83
## 82              71.1             194            18    5.88
## 83              74.3             138             0   10.28
## 84              72.8              18             0    9.80
## 85              77.7              19             1    4.10
## 86              75.2             138             0      NA
## 87              58.7              32            18    6.10
## 88              52.9             337            35    0.21
## 89              72.7             138             1      NA
## 90              75.2              19             1    0.57
## 91              55.3             316            12    4.19
## 92              57.7             274            27    1.51
## 93              68.0             225             1   12.27
## 94              81.3              61             0    6.21
## 95              73.0              17             3    3.69
## 96              65.9             218             0    7.56
## 97              75.0             162             0    9.34
## 98              59.0             284            26      NA
## 99              65.1              21             0    0.46
## 100             72.9             172             0    0.01
## 101             64.2             275             7    0.01
## 102             55.0             312            50      NA
## 103             78.8              83             4   12.22
## 104             79.9              75             1    9.53
## 105             65.0             242            23    0.33
## 106             78.5              66             0   10.62
## 107             61.6             288            11    0.82
## 108             82.4              78             2      NA
## 109             72.2             185             0    8.12
## 110             53.8             334             3    7.13
## 111             73.9             127             1    8.14
## 112             55.3             394             8    2.03
## 113             76.6              99             1      NA
## 114             63.0             268            21    1.44
## 115             72.7             157             3    6.14
## 116             78.0             132             6    2.10
## 117               NA              NA             0    0.01
## 118             81.0              58             0    7.67
## 119             77.0             111             0    5.97
## 120             72.5             146             0    3.97
## 121             73.6             131             0    0.01
## 122             71.6             176             0      NA
## 123             86.0              74             0    7.46
## 124             76.4              94             0    4.54
## 125             63.2             187           371    0.01
## 126             78.3              82             0   13.32
## 127             59.2             296            59    0.30
## 128             63.4             249            54      NA
## 129             73.2             133             1    6.66
## 130             76.2              88             0    0.50
## 131             73.9             128             1    7.17
## 132             81.0               8             0   12.50
## 133             46.4             587             3    5.52
## 134             69.5              15            25    0.46
## 135             44.0              67            46    1.10
## 136             72.4              15            16    4.25
## 137             76.9             115            28    8.25
## 138             73.1              11             9    0.05
## 139             63.2             231            69    0.40
## 140             79.3               6             0   10.80
## 141             52.8             296            58    0.49
## 142             73.5             127             9    0.92
## 143             76.8             114            28    8.21
## 144             54.7             483             3    4.80
## 145             57.5             427             2    6.56
## 146             82.3              54             0    7.30
## 147             44.3             723            27    4.36
## 148             56.0             272            52    0.12
## 149             73.0             188             0   16.58
## 150             71.7             189            15    6.14
## 151             65.4             215             0    4.36
## 152             78.9              91             2    7.33
## 153             71.1             174             4    8.78
## 154             79.7              82             0   11.75
## 155             72.9             112             4    1.21
## 156             82.1              68             3    7.70
## 157             72.2             151             0    1.80
## 158             76.0             139             6      NA
## 159             75.1              12             3    1.39
## 160             75.1              95             1    1.77
## 161             68.7             161             9    3.35
## 162             75.0             229             0   10.40
## 163             76.7             115             1    4.04
## 164             81.0              65             1    2.47
## 165             63.2              23            43    0.09
## 166             74.5             141             3    3.03
## 167             46.0              49            16    1.51
## 168             82.0              61             1    9.35
## 169             58.7             276            42    1.05
## 170             82.3              64             1      NA
## 171             77.8             118             1      NA
## 172             74.9             148             8      NA
## 173             65.0              24            16    2.08
## 174             72.8              17            10    0.05
## 175             72.1             163             3    6.38
## 176             72.5             163             5    3.23
## 177             66.8             221            68    4.42
## 178             39.0             533            29    3.97
## 179             75.1             131             1    6.65
## 180             74.5              88             7      NA
## 181             72.1             129             0    4.25
## 182             69.9              29             3    3.10
## 183             58.4             288            28    0.01
## 184             83.0              86             0    9.81
## 185             62.3             259            34    0.68
## 186             73.0              17             0    0.01
## 187             72.7             171             1    3.89
## 188             75.6              77             0    2.00
## 189             51.6             332            49    4.58
## 190             79.5              96             1    3.45
## 191             86.0              72             3   10.42
## 192             73.9             114             4    0.40
## 193             65.6               2            20    0.28
## 194             72.9             164             6    6.05
## 195             62.8             254            33    0.91
## 196             75.4              89           201    5.74
## 197             74.6             139             7    3.76
## 198             69.4             188             4    3.28
## 199             73.8             159             9    6.71
## 200             57.9             339            64    1.71
## 201             66.6              16             9    0.65
## 202             85.0              66             0    6.50
## 203             48.4             536             3    7.19
## 204             58.2             354             8    2.75
## 205             74.1             152            51    7.58
## 206             58.4             259            25    1.16
## 207             68.5             199             0    4.99
## 208             71.6             135            35    1.42
## 209             62.0             347            42    7.38
## 210             75.6             121             1      NA
## 211             56.9             368             8    2.25
## 212             65.7             256             2      NA
## 213             58.0             526            33    2.25
## 214             48.6              46            45    0.42
## 215             74.5             128             1    5.91
## 216             61.4             288             2    8.01
## 217             66.6             199            39      NA
## 218             75.7              13            36    5.27
## 219             78.0             148             3    0.01
## 220             64.5             235             6    2.40
## 221             74.1             161             0   10.37
## 222             57.3             297            29    0.18
## 223             63.3             248             6    2.85
## 224             71.6              16             0    3.63
## 225             72.6             177             0    9.72
## 226             75.0             127            49    4.77
## 227             55.9             344            14    1.37
## 228             67.3             192            24    1.78
## 229             77.0             174             3    0.01
## 230             82.0              63             1   10.30
## 231             76.3              19             0   12.21
## 232             58.1              29            28    0.22
## 233             74.0             148            32    0.20
## 234             59.7             323            86    4.20
## 235             67.4             159             2    0.01
## 236             68.5             172             0    2.06
## 237             46.0             665            24    1.68
## 238             74.9             156             0   15.04
## 239             62.2             263             1    0.52
## 240             76.5             122             1    6.94
## 241             73.9             126             1    6.18
## 242             53.6             459             2    4.93
## 243             69.0             157             8    3.12
## 244             58.1             329             8    0.01
## 245             73.0              15            35    0.01
## 246             46.4             693             2    5.51
## 247             67.2             217             4    2.62
## 248             54.5             411            94    4.40
## 249             74.3             138             1   12.03
## 250             72.9             182             1   12.94
## 251             78.2              68             0      NA
## 252             59.9             314            11    0.58
## 253             71.0             174             6    2.61
## 254             79.0             169             0    4.17
## 255             64.5             274             2    2.75
## 256             75.0              88             0    1.62
## 257             73.9              87             1    0.10
## 258             67.5              19             0      NA
## 259             73.9              11             1    1.94
## 260             69.4             153             8    3.39
## 261             79.8              75             0   12.66
## 262             59.6             278            69    1.74
## 263             69.3             163            10    0.01
## 264             68.3             237             1    9.66
## 265             72.9             154             3   10.60
## 266             75.0             153             0    1.18
## 267             73.6              12             0    1.75
## 268             83.2              51             0    9.61
## 269             69.3             176             0    1.24
## 270             72.0             198             4      NA
## 271             82.3              57             0   10.01
## 272             75.3             131             7    3.99
## 273             75.2              19            17    1.41
## 274             63.0             242            39    0.04
## 275             72.4             127             4    0.55
## 276             74.0             168            55    0.22
## 277             67.2              21            30    0.32
## 278             73.1             166             1    3.48
## 279             71.0             133            22    0.58
## 280             68.7             223             0    0.01
## 281             70.0             144            30    0.20
## 282             69.2             165            17      NA
## 283             68.2             175             0    1.64
## 284             66.5             238             1    0.16
## 285             59.7             336             7    0.97
## 286             59.6             271             2    0.26
## 287             88.0              64             1    9.33
## 288             78.7              78             0   13.31
## 289             75.8              16            15      NA
## 290             69.4             184            15      NA
## 291             77.0             178             0    9.61
## 292             76.0             119             8    8.28
## 293             45.3             593             7    0.83
## 294             79.7              71             0    1.45
## 295             57.9              38            41    1.53
## 296             74.4             149             0    7.28
## 297             65.1             237             1    7.84
## 298             58.0             383            29      NA
## 299             67.6               2             0    0.99
## 300             53.4             397            26    6.75
## 301             73.5              19             4    1.17
## 302             65.7              24             0    0.01
## 303             78.9              63             0   11.56
## 304             69.4             173             0    1.20
## 305             76.0              84             1    1.73
## 306             74.5             143             3    2.80
## 307             73.9             128             1    4.70
## 308             77.6             119             1    6.74
## 309             79.4              84             2    9.86
## 310             75.3             115             0    6.56
## 311             73.5              15             1    2.19
## 312             63.9             292             9    6.00
## 313             87.0              77             0   11.77
## 314             65.2             233            12    0.01
## 315             83.0              81             0   11.96
## 316               NA              NA             0    0.01
## 317             74.2             116            21    1.49
## 318             73.8             145             4    1.96
## 319             71.1             144             0    4.16
## 320             49.3             554            34    2.33
## 321             73.6              14             1    4.25
## 322             64.6             177           369    0.03
## 323             74.6             147             3      NA
## 324             76.0             176             0    6.50
## 325             74.1             138            12    7.81
## 326             54.8             321            88    0.01
## 327             76.8               7             0    1.57
## 328             61.5              24            11    3.69
## 329             73.9             118            23    1.40
## 330             45.7             512            17    1.50
## 331             74.9              97             1    1.29
## 332             79.2              96             0   10.15
## 333             72.4             149             4    0.54
## 334             67.3             158           185    0.01
## 335             51.4             383            29      NA
## 336             81.6              66             2    9.99
## 337             73.2             159             4    3.14
## 338             68.8             183             0    0.01
## 339             69.8              18             0    6.56
## 340             51.6              47            60    4.58
## 341             52.9             279            56    0.11
## 342             65.9              25            44    0.55
## 343             76.3              81             1    1.73
## 344             65.3             288             8    7.44
## 345             61.1              28            17    6.18
## 346             82.0              69             3    7.99
## 347             57.3             295            84    0.03
## 348             74.2             171             0   11.07
## 349             73.7             146             4    2.29
## 350             78.0             146            33    0.01
## 351             89.0              71             0    9.62
## 352             57.4             368            30    2.30
## 353             73.0             132             1    3.81
## 354             58.1             287            80    0.03
## 355             79.6              95             1      NA
## 356             69.4             188             0    6.64
## 357             66.8             215             0    1.18
## 358             55.6             297             5    2.64
## 359             76.7              19             0      NA
## 360             76.3              75             0    1.59
## 361             81.8              59             0    5.97
## 362             82.0               6             2    7.49
## 363             72.0             142            23    0.56
## 364             68.3             152             2      NA
## 365             73.3             136             0    0.01
## 366             65.9             227            31    0.14
## 367             78.0              14             1    4.17
## 368             72.3             134             1    3.74
## 369             73.9             153             4    3.10
## 370             72.7             121             0    0.01
## 371             62.1             298             6    0.61
## 372             65.1             172           372    0.04
## 373             78.5              61             0      NA
## 374             86.0              74             3   10.68
## 375             77.0              14             0   12.19
## 376             71.7             187            10    1.88
## 377             77.4              88             0   14.17
## 378             58.5              39           186    1.06
## 379             62.2             212             8    0.01
## 380             55.2             276            53    0.10
## 381             81.8               7             3    7.87
## 382             52.4             527            29    5.21
## 383             67.3             218            66    4.45
## 384             81.4              55             0    8.49
## 385             75.1             137             7    3.87
## 386             78.0              17             3    0.01
## 387             45.3             686            25    1.72
## 388             68.9             179           119    0.09
## 389             58.7             254            25    1.33
## 390             81.1              74             0      NA
## 391             75.3               1             1    5.61
## 392             58.3             348            88    4.04
## 393             76.4              85             0    0.87
## 394             81.9               7             3    7.83
## 395             73.6             133             0      NA
## 396             78.0              99             0   13.45
## 397             75.4             124            44    4.90
## 398             76.3              93             0    0.67
## 399             79.8              86             2    7.26
## 400             87.0              59             0    6.91
## 401             48.2             632            30    3.56
## 402             79.8              77             2    9.05
## 403             81.4              62             0    7.30
## 404             72.6             157             1   10.89
## 405             74.7              81             0      NA
## 406             77.4              18             1    4.39
## 407             67.2              19           163    0.06
## 408             68.0              27            10    3.87
## 409             74.1               9             8    0.09
## 410             58.1             278            14    5.16
## 411             73.5              91             0    0.02
## 412             76.3              87             0    0.76
## 413             66.0             217             0    7.64
## 414             63.3             238            14    2.20
## 415             74.8             145             2      NA
## 416             61.0             229             7    0.01
## 417             81.3              66             1   10.76
## 418             64.7              23            29    0.87
## 419             67.4             224             0    4.29
## 420             61.3             251             2    0.17
## 421             65.7             224            37      NA
## 422             73.0              12             4    0.60
## 423             72.5             157             3    8.51
## 424             65.6             215             6    2.35
## 425             84.0              75             0   12.10
## 426             55.3              35            23    4.33
## 427             74.2             149             3    7.74
## 428             71.9             199             0   11.64
## 429             77.2              19             1    4.48
## 430             65.4              28            33    0.20
## 431             52.4             335            66      NA
## 432             56.7              32            11    4.05
## 433             71.8             129            92      NA
## 434             61.7              29             1    0.14
## 435             73.9              92             8    0.09
## 436             74.7               9             0    1.95
## 437             55.0             438             2    5.20
## 438             48.3             426            34    7.13
## 439               NA              NA             0    0.01
## 440             68.6             177            63    0.14
## 441             68.8             219             1    8.25
## 442             73.8             163             0   10.21
## 443             83.5              57             2    0.01
## 444             74.5              83             1    0.01
## 445             63.8             241            31    0.97
## 446             73.2             137             0    0.01
## 447             56.5             273            54    0.60
## 448             63.5             276             2    8.30
## 449             61.0             246            11    3.68
## 450             76.8              17             0   13.43
## 451             65.2             211            52    0.28
## 452             72.4             138            25    0.02
## 453             61.8             268             1    0.39
## 454             73.0             121             2    2.76
## 455             74.9              94             1    1.58
## 456             78.9              89             0   12.27
## 457             77.8              97             0   12.14
## 458             64.0             194            13    0.86
## 459             72.0             153             0    3.52
## 460             71.7             133             4    0.49
## 461             72.0              18             0    3.00
## 462             73.1             158             2   10.40
## 463             69.7             161            10      NA
## 464             71.9             138             2    0.01
## 465             54.6             345            14    0.95
## 466             48.0             473            64    3.12
## 467             74.0             138            12    7.76
## 468             76.2              92             0    0.16
## 469             62.1             263            59    1.81
## 470             74.9             126             1    9.38
## 471             54.1              48             9    2.58
## 472             47.9             461            67    3.45
## 473             89.0              76             0   12.60
## 474             74.0             146             2      NA
## 475             56.9             283            44    4.55
## 476             73.0             134             1    7.42
## 477             58.6             281            10    3.88
## 478             74.7              95             1    1.62
## 479             74.1             115             0    8.39
## 480             61.5              38            68    0.01
## 481             73.8             154             0    7.51
## 482             72.0              24             0   13.40
## 483             72.7             174             0    0.01
## 484             74.4             145            11    4.41
## 485             81.7              58             1    0.01
## 486             56.8              33            23    4.16
## 487             51.8             412            60    4.64
## 488             55.7             299           236    1.52
## 489             67.5             183            25    0.22
## 490             62.8             225            22    0.28
## 491             75.0              24             5    8.48
## 492             72.8             189             0   15.52
## 493             54.0             485            55    6.93
## 494             76.0             198            12    2.14
## 495             69.1               2             0    2.25
## 496             53.5             334             3    6.01
## 497             73.0             117             0    0.01
## 498             86.0              68             0   11.88
## 499             64.7             287             8    6.55
## 500             73.9             157             2    3.58
## 501             74.9             135            28    3.58
## 502             68.6             151           154    0.01
## 503             56.0             358            72    8.24
## 504             72.0             142            30    0.17
## 505             71.4             138             0    0.01
## 506             78.8              16            24    8.82
## 507             74.8             143            10      NA
## 508             72.3             126             0    5.28
## 509             61.2             263            40    1.64
## 510             74.9              98             1    1.74
## 511             69.0             265            37    0.72
## 512             73.5             143             0    8.42
## 513             71.8             139            28    0.01
## 514             74.7             142             0    9.99
## 515             87.0              74             2    9.23
## 516             69.6             237            14   10.99
## 517             71.7             166             4    6.64
## 518             59.5             271             2    0.08
## 519             74.3             147             0   11.09
## 520             56.2             344             3   10.99
## 521             77.3              12             2   10.71
## 522             81.8              67             2    8.20
## 523             54.7             355            15    1.02
## 524             61.7             215             8    0.01
## 525             68.5             183            19    2.83
## 526             75.4              14             0    7.82
## 527             62.1             243            73    0.35
## 528             76.3             116             8      NA
## 529             52.2             449            97    3.94
## 530             53.2             369           237    0.80
## 531             51.2             434            78    1.20
## 532             46.6             554           116   10.47
## 533             66.6             165             2    0.09
## 534             74.1             147             0    0.01
## 535             73.2             156             0      NA
## 536             79.4              96             1    3.42
## 537             69.6              21            15    2.40
## 538             74.7              12             3    1.40
## 539             63.5             232            60    0.01
## 540             49.8              37            60    0.47
## 541             57.9              32             3    0.01
## 542             73.9             146             5    1.69
## 543             63.0             262             2    0.25
## 544             75.0              12             0    4.56
## 545             69.6             192             0    0.01
## 546             56.5             426             3    5.09
## 547             69.1             219             0    0.01
## 548             79.2              84             0   10.28
## 549             71.0             213             3    2.77
## 550             75.8              85             1    1.86
## 551             56.2             344            14    1.33
## 552             77.5             117             2      NA
## 553             62.6             258            58    1.84
## 554             73.6             166             9    7.59
## 555             87.0              74             2    8.30
## 556             57.2              38            43    1.60
## 557             72.0             176             7    6.58
## 558             57.3             397            51    7.30
## 559             62.9             286             6    0.62
## 560             72.4             172            10    6.30
## 561             56.7             287             4    3.21
## 562             73.3             114             0      NA
## 563             57.5              36            89    4.19
## 564             74.9             113             0    3.85
## 565             51.3             485           104    9.89
## 566             82.0              61             0    1.84
## 567             65.8             168           219    0.01
## 568             52.0             415            59    3.24
## 569             66.0             259             2    0.16
## 570             56.5             412             2    0.01
## 571             74.1              14             1   12.06
## 572             65.8              22             0    0.01
## 573             79.7              79             0   10.47
## 574             48.8             523           112   10.42
## 575             78.7              83             0    9.13
## 576             45.9             511            17    1.50
## 577             73.1             147            15    4.53
## 578             77.6              11             1   11.21
## 579             58.0             348            47    0.01
## 580             75.4             126            10    8.41
## 581             59.3             265            13    3.33
## 582             63.0             232            49    0.01
## 583             58.9             294            14    0.01
## 584             76.6             117             0    9.29
## 585             73.0             152             0    3.81
## 586             78.6              65             0   13.03
## 587             78.7              76             0    2.08
## 588             79.0             159            51      NA
## 589             72.2             185             0    8.12
## 590             73.3             161             6    6.12
## 591             73.0             157             0    1.01
## 592             67.8             236             7    6.83
## 593             67.1             192             0    0.01
## 594             82.7              66             3    7.11
## 595             75.4             124             1    6.67
## 596             69.0             168             0    2.98
## 597             78.0              96             0   12.89
## 598             78.0               1             0    8.94
## 599             73.8             148             3    5.03
## 600             74.7             136             0   11.37
## 601             79.8              77             0    6.22
## 602             68.5             211            52      NA
## 603             81.4              64             0      NA
## 604             78.7              69             0    6.53
## 605             89.0              63             0    6.90
## 606             68.8             184            18    0.01
## 607             57.0              37            46    0.47
## 608             72.8             135             9    1.25
## 609             74.2              13             1    7.71
## 610             59.6             295            20    6.78
## 611             72.4             124             0    4.16
## 612             76.0             121             6    3.77
## 613             85.0              72             0   10.82
## 614             56.7             366            47    0.01
## 615             81.7              61             1    2.63
## 616             65.7              23            12    0.01
## 617             77.1              12             0   13.23
## 618             71.8             134             0    4.26
## 619             73.4             117             4    0.51
## 620             43.1             588            51    1.18
## 621             79.4              85             0   12.40
## 622             66.4              21            40    0.01
## 623             57.3             357            45      NA
## 624             55.0             339             3    6.86
## 625             85.0              73             0    9.24
## 626             79.4              85             0   10.98
## 627             57.3             275            53    0.01
## 628             78.9              99             1    4.22
## 629             77.5               8             0    5.59
## 630             58.0             459           103    2.34
## 631             63.5              24            14      NA
## 632             65.4             246             1    6.63
## 633             56.8              33            30    0.21
## 634             59.4             277            70    1.59
## 635             78.8               9             0   11.84
## 636             81.1              76             0      NA
## 637             61.8             279            85      NA
## 638             66.3             164           207    0.01
## 639             69.5             144           135    0.01
## 640             74.3              93             0    1.47
## 641             81.0              77             2   11.92
## 642             82.5              59             0    1.89
## 643             74.4              12             3    1.46
## 644             51.0             413            22      NA
## 645             81.0              69             0   10.55
## 646             68.0             218            57    4.96
## 647             81.0              66             0    6.59
## 648             65.5              22            28      NA
## 649             72.8             132             2    0.01
## 650             79.9              72             2    9.30
## 651             71.8             157             1   10.20
## 652             69.3             167            32    0.17
## 653             81.3              59             0    7.53
## 654             75.7              12             0      NA
## 655             78.7              96             1    4.18
## 656             51.7             566             2    6.37
## 657             74.6             128             3    0.53
## 658             69.6             169             0    0.85
## 659             77.0             116             0      NA
## 660             76.0             116             4   10.33
## 661             81.8              61             1    2.67
## 662             64.1             222             0    0.46
## 663             54.9             459            54    7.04
## 664             69.7              24            14    2.38
## 665             71.1             171             0    6.94
## 666             74.0              86             1    0.01
## 667             82.2              79             3   11.50
## 668             74.9              13             3    1.29
## 669             76.1              16             0      NA
## 670             73.2              99             9    0.10
## 671             81.0              76             0    9.19
## 672             86.0              71             2   11.18
## 673             71.5             177             0    4.38
## 674             68.6             164             9    3.16
## 675             69.1             147           144    0.01
## 676             69.5              22             0    4.72
## 677             70.0             177             0    6.58
## 678             73.6              89             1    0.01
## 679             77.2              12             1    6.95
## 680             59.3              33            19    6.10
## 681             67.0              19            13    2.12
## 682             63.7             273             7    0.01
## 683             62.1             234            11    5.00
## 684             79.4              78             0    6.04
## 685             48.9             418            26    3.78
## 686             69.4             216             0    0.01
## 687             68.3             179            11    0.01
## 688             69.0             176            57    0.16
## 689             74.3             118             1    0.63
## 690             76.4              11             1    0.40
## 691             57.5             295            82    0.02
## 692             77.6             119             0      NA
## 693             78.0              95             0      NA
## 694             68.6              29             0    2.09
## 695             77.0             196            12    2.14
## 696             77.5               8             0    4.51
## 697             67.7             219             0    4.23
## 698             67.2             183            25    1.54
## 699             61.1             262             3      NA
## 700             44.6             611            43    2.61
## 701             66.8             219            69    4.73
## 702             76.1             133             0    8.58
## 703             72.3             195             0   15.07
## 704             74.7              19             0    0.47
## 705             75.4             121             1    5.11
## 706             66.1             195            15    2.13
## 707             82.6              58             1    0.01
## 708             49.6              46           110    4.09
## 709             71.4             178             0    6.32
## 710             76.1             147             0      NA
## 711             57.4             321            22    4.16
## 712             77.3              76             0    1.16
## 713             44.3             464            30    3.80
## 714             77.0              89             0   14.27
## 715             59.1             331            11    0.68
## 716             58.6             284            71    1.76
## 717             79.0              19            13    2.21
## 718             65.7             165           369    0.04
## 719             75.5             123             8      NA
## 720             72.3              14            19    0.45
## 721             73.3             127             0    7.43
## 722             83.0              76             0    9.00
## 723             67.9              22             0    1.85
## 724             74.7              12             3    1.37
## 725             64.7             236            36    0.04
## 726             78.8              64             0   11.47
## 727             53.7             484             4      NA
## 728             48.7             371            84    7.07
## 729             75.3             138             1    3.65
## 730             73.5             121            25    1.39
## 731             74.7             122             0   13.78
## 732             72.0             232             0   17.31
## 733             72.9              14             4    0.49
## 734             69.9             185             0    6.41
## 735             86.0              73             0   11.36
## 736             81.6              61             0    6.06
## 737             78.0             179             4    9.78
## 738             71.0             218             0    7.13
## 739             78.5              96             0   13.11
## 740             76.0             116             0   12.06
## 741             74.8             172             0    9.42
## 742             72.9             134             2    0.01
## 743             74.9             126             0   13.15
## 744             73.3             181             2    2.52
## 745             74.7             146            46    7.24
## 746             76.6              84             0    1.11
## 747             69.7              28             7    5.71
## 748             66.7             174            10    0.30
## 749             67.7             179             0    2.02
## 750             81.0              72             2    8.40
## 751             55.3             293            46    4.58
## 752             72.6             136            10    1.41
## 753             77.3              17             1    4.38
## 754             69.5             175            55    0.18
## 755             71.5             168             4    5.66
## 756             71.9             123             5    0.01
## 757             68.4             256            15   11.05
## 758             78.3              79             0    0.01
## 759             49.8             443            16    1.66
## 760             57.8             291            29    0.20
## 761             74.2             151             0    7.16
## 762             63.8             224             0    5.78
## 763             78.7              65             0   11.41
## 764             73.5             146            14    4.45
## 765             47.8             564             3    5.53
## 766             66.6             177            16    2.53
## 767             55.0              32             5    2.98
## 768             72.2             184             0    6.33
## 769             62.0             312             1    0.17
## 770             55.1             477             3    4.89
## 771             68.9             219             4    2.88
## 772             68.4             225             1    0.01
## 773             73.7              17             4    1.34
## 774             74.4             121             1    3.89
## 775             72.4             158             0    8.42
## 776             53.1             381            27      NA
## 777             76.5              71             0    1.70
## 778             84.0               7             0    6.47
## 779             56.3              41            84    9.79
## 780             58.2             366            29    2.57
## 781             77.5              15             0    8.59
## 782             75.3              12             0   13.47
## 783             59.2             393             2    5.01
## 784             72.5             147             0    1.08
## 785             75.0             154            29    0.01
## 786             83.7              55             2      NA
## 787             61.1             251            46    0.08
## 788             73.6             163             9    8.27
## 789             73.6               9             0    0.01
## 790             58.9             296            41    1.50
## 791             89.0              72             2   11.05
## 792             62.0             228             7    0.02
## 793             68.7             171             0    1.76
## 794             71.1             193            11    2.16
## 795             66.0             217             7    2.90
## 796             62.3             259            15    5.68
## 797             65.0              37             2    7.72
## 798             71.1             163             1    9.69
## 799             59.9             271            64    0.01
## 800             75.0             126            52    4.86
## 801             57.5             378            82    9.63
## 802             74.6              19             0    8.46
## 803             66.3              25             1    5.80
## 804             59.9              28            41    1.25
## 805             69.1             214             6    6.82
## 806             63.2             266             2    2.87
## 807             51.5             387            24    5.98
## 808             66.9             235             1    4.61
## 809             77.8             113            28    8.63
## 810             68.5             165            10    3.21
## 811             63.5             241             1      NA
## 812             74.4             128             1    9.65
## 813             62.3             229             3    0.38
## 814             67.4              24             0    0.90
## 815             62.5              29             8    0.01
## 816             68.0             314             7    3.47
## 817             78.0             161            53    0.21
## 818             53.6             377            27      NA
## 819             71.4              23             2    2.55
## 820             49.9             451            16    0.01
## 821             65.8             211             7    2.48
## 822             51.1             355            69    8.10
## 823             49.2             457           114    3.89
## 824             78.9              96             0   10.94
## 825             66.5             213            30    0.07
## 826             62.9             285             7    3.82
## 827             72.6             138             1    0.38
## 828             72.3             185             1   13.18
## 829             51.4             477             3    4.87
## 830             51.2              31            60    0.53
## 831             63.9             234            14    2.26
## 832             58.6              33            22    0.01
## 833             56.6             429            26    6.09
## 834             79.0             175             1   10.68
## 835             68.3             188             0    1.10
## 836             78.6              92             0   12.40
## 837             64.0             267            38    0.81
## 838             77.9              64             0    0.01
## 839             63.3             229             7    2.33
## 840             58.4             382             2    0.01
## 841             73.6              99            19    0.55
## 842             81.2              69             3   10.66
## 843             59.3             266           237    0.01
## 844             69.0              18             0    1.21
## 845             68.9             182            32      NA
## 846             68.0             176             0    1.73
## 847             54.8             373            54    5.89
## 848             75.6             137             0   14.97
## 849             47.6              44            41    0.25
## 850             71.3             145            21    0.25
## 851             57.0             415            31    7.82
## 852             73.0             141             6    1.18
## 853             73.5             162            11    5.92
## 854             72.5             169             3    3.64
## 855             49.4             394            46    0.42
## 856             78.0              93             0   12.71
## 857             78.3              95             0   12.91
## 858             79.1              62             0   12.01
## 859             53.2              45            72    1.48
## 860             67.0             261             9    0.01
## 861             63.3             248            32    1.03
## 862             88.0              65             0    6.79
## 863             63.1              25             8      NA
## 864             81.4               6             1    8.68
## 865             69.3             214             7    5.16
## 866             58.0             386            25    6.61
## 867             71.9             131             4    0.55
## 868             58.0             428            43    7.28
## 869             86.0              75             2    8.97
## 870             76.5             119             0   11.58
## 871             74.4             123            20    0.50
## 872             76.1              97             0    4.75
## 873             71.7             146            20    0.34
## 874             71.7             163             7    0.76
## 875             67.9             178             0    1.90
## 876             75.0             211             3    2.77
## 877             71.2             194            17    5.92
## 878             82.7              54             0    9.86
## 879             67.5             151             8    0.51
## 880             69.2             166             0    1.67
## 881             86.0              79             0   10.00
## 882             74.2             148             0    0.01
## 883             75.4              89             1    1.74
## 884             68.2             152           164    0.01
## 885             55.3             388            68    1.76
## 886             56.7             394            29    0.01
## 887             74.8              12             3    1.28
## 888             72.3              15             0    1.57
## 889             74.2             134            12    4.22
## 890             78.1              96             0   13.20
## 891             84.0              76             0    8.20
## 892             58.6             318             2    1.23
## 893             79.1              14            23    8.82
## 894             75.6              11             0    0.01
## 895             74.8             129            10    8.16
## 896             44.8             666             5    1.80
## 897             65.3             237             1    7.93
## 898             82.0              68             1    9.53
## 899             61.4             311             6    0.63
## 900             81.8               6             2    6.95
## 901             67.6               2             0    0.85
## 902             62.6             249           156    1.32
## 903             62.7             256             1    0.53
## 904             69.3             162            19    0.27
## 905             76.3             118             0    6.21
## 906             78.7               9             0   12.50
## 907             76.3              13             2   10.59
## 908             73.0              11             1    2.19
## 909             76.9             127             0    0.01
## 910             47.9             578            36    2.46
## 911             59.5             272            69    0.01
## 912             75.3             112            21    0.53
## 913             76.8             117             0    5.82
## 914             72.8             126            28    1.29
## 915             88.0              74             0      NA
## 916             67.2             161             2    0.50
## 917             63.0             226             8    0.01
## 918             73.0             219             0    7.44
## 919             62.5             239            72    0.38
## 920             74.5             145             1    3.51
## 921             74.5             153             9    6.50
## 922             58.4             362            79   10.03
## 923             46.6              67            29    3.88
## 924             79.6              88             0   12.25
## 925             69.6             181             0    7.22
## 926             67.8             221             0    1.93
## 927             77.2             113             0   10.00
## 928             73.0             135             1    9.60
## 929             73.8             154            54    7.52
## 930             79.0             176             0   10.71
## 931             62.1              23            22    0.32
## 932             71.7             163             1   10.49
## 933             67.5             216            62    4.19
## 934             52.6              46             3    4.90
## 935             52.2             335            52    0.01
## 936             73.5             178             2      NA
## 937             67.7             221             0    2.05
## 938             79.6              94             0   10.26
## 939             74.4             148             8    3.65
## 940             82.0              66             1    0.01
## 941             75.7             136             0    7.84
## 942             54.1             412            70    1.82
## 943             75.2             123             1    6.48
## 944             45.1             615            40    1.11
## 945             72.8             148            13    4.44
## 946             67.4             211            10    3.77
## 947             65.0             263            62    0.01
## 948             76.4             124             1    6.16
## 949             59.1             342             7    0.64
## 950             66.0             223             8    0.01
## 951             82.0              65             2    8.10
## 952             58.1             299            27    0.01
## 953             88.0              72             0   11.50
## 954             75.3              83            20    0.01
## 955             67.6             217             4    2.53
## 956             68.5             186             0    0.99
## 957             63.5             228            66    0.44
## 958             68.8             199             4    2.73
## 959             79.7              71             1    2.32
## 960             68.4             211            16    2.53
## 961             58.5             273            25    1.71
## 962             73.9             147             3    0.01
## 963             74.0             141             0   10.81
## 964             77.6              95             3    9.66
## 965             65.0             295             8    7.08
## 966             79.2              85             3   11.67
## 967             72.2             161             1   10.39
## 968             65.0             271             2    2.91
## 969             73.7             121             0    7.65
## 970             76.0             187             0    5.64
## 971             79.3              82             4   11.61
## 972             74.7             126             0   13.22
## 973             45.9               6             3    5.65
## 974             50.0              51             3    5.55
## 975             57.3             332            26      NA
## 976             81.7              62             0    1.73
## 977             77.0             175             4   10.16
## 978             47.8             592             5    2.75
## 979             57.6             393             2    0.01
## 980             62.8              32             7    0.01
## 981             64.5             217            58    0.26
## 982             59.0              27            40    4.64
## 983             55.9              33             3    2.18
## 984             76.1             114             0    9.89
## 985             62.7             278            10    0.01
## 986             75.8             122             1    5.53
## 987             55.7             452             3    5.09
## 988             52.3             412            59    3.15
## 989             86.0              67             0    6.75
## 990             76.0             122             0   11.90
## 991             65.0             211             0    0.68
## 992             74.8             126             4    0.52
## 993             62.8              19           385    0.02
## 994             67.1             189            30    1.60
## 995             71.4             176            95    7.00
## 996             78.2              84             1    8.48
## 997             68.2             261            15   11.21
## 998             77.4              88             0      NA
## 999             69.5             189             0    6.12
## 1000            73.0              22             7    6.32
## 1001            66.2              21             0    2.78
## 1002            64.0              37            11    0.84
## 1003            58.1             345             7    0.61
## 1004            54.5             344           483      NA
## 1005            49.7             411            25    0.01
## 1006            76.5             118             0    5.77
## 1007            74.5             145             3    8.02
## 1008            58.3              34            14    1.44
## 1009            54.8             491             2    6.45
## 1010            52.6             362            46    0.01
## 1011            52.1             518             4    0.01
## 1012            74.5             133             9    4.83
## 1013            72.4             142            17    4.22
## 1014            69.9             142           126    0.01
## 1015            64.6             322            20   11.32
## 1016            49.6             365            78    7.80
## 1017            68.4             174             0    1.97
## 1018            77.1              12             2   11.63
## 1019            75.0             144             0    8.64
## 1020            72.6             144             0    3.01
## 1021            49.6             381            30      NA
## 1022            77.3             121             1    6.90
## 1023            82.7               6             1    9.71
## 1024            77.5              74             0    1.16
## 1025            69.1             197             0    4.68
## 1026            48.9              38            31      NA
## 1027            62.4              36             3    7.99
## 1028            75.1             124             0   10.13
## 1029            76.9              86             0    5.14
## 1030            68.7             174            10      NA
## 1031            79.0              78             0   13.44
## 1032            79.6              84             3   11.76
## 1033            69.1             176           114      NA
## 1034            71.8             178             0   12.03
## 1035            68.4              21             0    5.67
## 1036            54.4              36             5    3.22
## 1037            58.2              32             3      NA
## 1038            65.2              24             1    7.04
## 1039            78.2              87             4   11.44
## 1040            52.1             412            59    4.71
## 1041            81.3              63             2    8.37
## 1042            73.6             142             0      NA
## 1043            79.4               8             0    9.67
## 1044            53.3             338            34    0.18
## 1045            66.1               2             0    0.01
## 1046            57.5             279            43    4.55
## 1047            68.4             162             6    0.73
## 1048            71.9             165             3    6.20
## 1049            84.0              68             1    2.23
## 1050            73.4             147             1   10.80
## 1051            55.3              46            62    1.16
## 1052            71.9             194             0   16.35
## 1053            72.0             197             2    2.37
## 1054            85.0              75             2    8.20
## 1055            76.5              85             0    1.00
## 1056            48.1             463            23    0.01
## 1057            63.9             224            64    0.28
## 1058            52.0              46           106    3.37
## 1059            74.2             151             8    3.54
## 1060            77.0             137           111    0.01
## 1061            73.7             144             1   10.67
## 1062            78.2              75             0    5.73
## 1063            74.5              14             1    1.67
## 1064            70.0             196             0    5.13
## 1065            79.6              65             0    7.45
## 1066            45.5              69            41    2.44
## 1067            74.2             162             0   11.46
## 1068            64.2             286             2    0.01
## 1069            81.1              61             0    7.20
## 1070            72.7              16             0    7.02
## 1071            73.5              11           360    3.04
## 1072            75.0             117             0    6.45
## 1073            66.8              29            31    0.18
## 1074            77.8              74             0    4.60
## 1075            74.0              15             3    1.36
## 1076            78.9               9             2    7.39
## 1077            67.4             267             5    6.79
## 1078            67.7             254             1   10.74
## 1079            75.5              99             0    4.25
## 1080            79.5              79             2    7.70
## 1081            51.1             344            48    0.01
## 1082            68.3             183            20    2.73
## 1083            72.0             132            33    1.35
## 1084            69.0             191             0    6.25
## 1085            71.9             168             0    4.16
## 1086            67.3             282            16   12.19
## 1087            71.1             224             0   13.30
## 1088            81.7              68             1    9.33
## 1089            63.0             294            61    1.73
## 1090            71.2              17             4    6.66
## 1091            75.9             113             0   11.83
## 1092            85.0              82             2      NA
## 1093            71.0             198             4    8.44
## 1094            69.6             158            18    0.01
## 1095            81.4              64             0    1.70
## 1096            79.1              82             0    8.91
## 1097            72.8             166             0    2.83
## 1098            51.1             527             4    2.71
## 1099            77.8              98             0   13.14
## 1100            73.5             132             1    4.23
## 1101              NA              NA             0      NA
## 1102            65.5              26             0    0.53
## 1103            66.7             234             4    2.48
## 1104            72.7             132             2    0.01
## 1105            73.6             156             0    7.27
## 1106            75.0             134            29    3.86
## 1107            75.8             118             0   10.12
## 1108            51.6             365            46    0.56
## 1109            53.7             497            55    6.96
## 1110            70.0             215             3    2.90
## 1111            85.0              52             0      NA
## 1112            71.7             167             0    9.06
## 1113            58.0             312            22    0.01
## 1114            69.2             154             6    0.85
## 1115            67.5             278            16   12.04
## 1116            75.2             127            11    7.75
## 1117            75.6             136             1    3.79
## 1118            77.2              84             0    0.67
## 1119            66.6             198             0    5.69
## 1120            74.8             129            55    4.99
## 1121            68.0             282            18    6.39
## 1122            57.0             293            87    0.02
## 1123            65.6              27            47    0.33
## 1124            50.0             284            58    0.10
## 1125            74.5             114            20    1.53
## 1126            59.7             315             2    8.34
## 1127            79.4              72             1    9.69
## 1128            64.9             321            19   11.50
## 1129            78.7              15            25    8.55
## 1130            64.4             294             7    0.01
## 1131            47.8             647             2    5.37
## 1132            67.0              34            86    0.01
## 1133            74.4              16             0    0.37
## 1134            55.5             281            25    1.29
## 1135            47.1             386            94    3.53
## 1136            77.1              99             3    9.55
## 1137            81.7              54             0      NA
## 1138            66.2             227             0    0.70
## 1139            51.3             346           226    1.98
## 1140            63.2             235            61    0.01
## 1141            72.7             135            24    0.02
## 1142            89.0              67             0    6.68
## 1143            79.0              93             1    4.37
## 1144            58.0             434            80    1.23
## 1145            59.5             272             1    0.09
## 1146            54.0             429            82    1.54
## 1147            81.1              74             4    7.97
## 1148            72.4             188             0   12.90
## 1149            81.1              76             0      NA
## 1150            88.0               7             0   12.26
## 1151            71.7             173             0    5.93
## 1152            65.4             226            36    0.04
## 1153            78.9              11             0    9.95
## 1154            72.1             186             0   11.15
## 1155            55.9             369            50    0.01
## 1156            72.4             129            30    1.29
## 1157            73.7             115             4    0.41
## 1158            73.0             222             0   14.44
## 1159            77.0               9             0    4.12
## 1160            74.9              14             0    8.51
## 1161            64.1             235            36    0.03
## 1162            76.2              12             1    0.46
## 1163            74.7             142             3    9.06
## 1164            82.3              58             2    7.35
## 1165            67.8             183            11    0.01
## 1166            68.9             228             1    9.07
## 1167            77.3              67             0    1.92
## 1168            64.8             214             0    0.48
## 1169            72.7             118             5      NA
## 1170            71.0             145             0    0.91
## 1171            78.7              94             0   12.57
## 1172            74.6              12             1    3.91
## 1173            76.6              83             0    1.28
## 1174            82.0               6             0   10.29
## 1175            56.0             283            57    0.11
## 1176            89.0              66             2    8.98
## 1177            65.3              27             0    0.48
## 1178            66.9             163             2    0.10
## 1179            67.0             189            27    0.21
## 1180            79.8              81             0   12.40
## 1181            56.0             343           206    0.99
## 1182            55.3              42            31    0.01
## 1183            72.0             139            27    0.01
## 1184            72.3             178             7    6.20
## 1185            64.8             313            20   10.87
## 1186            36.3             682            23    5.76
## 1187            67.5              19           154    0.06
## 1188            65.6             217             7    2.55
## 1189            67.2             262             1   12.23
## 1190            89.0              89             3   12.20
## 1191            81.9              64             1   10.52
## 1192            67.6             256             6    5.92
## 1193            78.0             129             0    1.98
## 1194            73.6             154             6    5.92
## 1195            73.4             139            33    1.60
## 1196            55.0             357            15    1.14
## 1197            67.8             231             1    0.01
## 1198            56.2               3            88    0.01
## 1199            75.0             123             4      NA
## 1200            75.6             127            37    5.36
## 1201            73.1             144            15    4.38
## 1202            53.3             397            57      NA
## 1203            76.7              78             1    1.82
## 1204            75.5              12             0    1.13
## 1205            68.2             247             1   12.05
## 1206            76.2             125             1      NA
## 1207            67.2             217            67    4.44
## 1208            77.0              25             5    8.44
## 1209            74.1             155            10    6.07
## 1210            69.5              28             5    6.48
## 1211            74.4             111             0    8.95
## 1212            78.0              99             1   11.29
## 1213            76.7             128             2   10.93
## 1214            82.4               6             1    9.25
## 1215            54.1             336             3    6.28
## 1216            78.3              99             1    4.17
## 1217            58.1             279             4    0.01
## 1218            79.8              82             3   11.50
## 1219            73.6             156             4    3.10
## 1220            73.0             187             0    8.43
## 1221            81.0              93             3   12.20
## 1222            56.5             449            46    7.60
## 1223            78.2              62             0    0.01
## 1224            74.3             143            11    4.44
## 1225            67.5              18             0    3.15
## 1226            65.3             244             1    7.73
## 1227            54.3             288            57    0.53
## 1228            61.1             258             9    0.01
## 1229            78.2               9             0   12.45
## 1230            75.6             138             0    7.84
## 1231            69.8             172            54    0.24
## 1232            59.3             251            25    0.01
## 1233            47.8             586             5    2.86
## 1234            74.6             147             0    8.15
## 1235            67.0             234             1    0.21
## 1236            58.1             275            42    4.51
## 1237            80.0              76             0    9.26
## 1238            66.7             188            19      NA
## 1239            75.7             136             2   10.70
## 1240            65.0             254             1    0.73
## 1241            74.2             138             4    1.97
## 1242            68.7             177            61    0.15
## 1243            51.8             367            46    0.62
## 1244            77.0             137            22    0.47
## 1245            55.0             355            45    0.01
## 1246            75.6             137             0    0.01
## 1247            88.0              73             0    7.53
## 1248            59.8              37             2    9.29
## 1249            71.3             178             0    5.73
## 1250            58.1             326             2    1.18
## 1251            52.5              32             5    2.55
## 1252            58.3             277           239    0.01
## 1253            79.9              84             2    6.76
## 1254            74.7             127             0   12.73
## 1255            73.6             169             0   10.14
## 1256            79.5              86             0   10.25
## 1257            56.4              36            31    0.19
## 1258            74.2             144            12    4.37
## 1259            73.9             157             2    3.63
## 1260            74.4             151             8    3.69
## 1261            75.1              85            21    0.01
## 1262            71.0             172             0    6.71
## 1263            56.0             344            48    4.56
## 1264            58.3             365            26      NA
## 1265            81.1              67             0    6.53
## 1266            84.0              68             1    2.33
## 1267            63.2              23             1    0.01
## 1268            65.1             217             0    4.14
## 1269            64.6             294             8    6.94
## 1270            65.0             212             0    0.76
## 1271            72.9             189             0   11.64
## 1272            53.6              29            57    0.55
## 1273            68.9             243             1   12.60
## 1274            80.0              72             2    9.25
## 1275            61.3             236            23    0.34
## 1276            61.5              25            45    0.07
## 1277            56.8             356            66    1.97
## 1278            71.1              13             5    1.98
## 1279            74.5             156             0   10.78
## 1280            63.6              37             7    0.01
## 1281            74.7              16             0    8.41
## 1282            74.6             146             0      NA
## 1283            73.4             157             6    5.93
## 1284            64.1             216            17    2.03
## 1285            83.0              76             0   11.42
## 1286            62.6             224             0    5.07
## 1287            54.8             355            24    4.54
## 1288            52.5             383            28      NA
## 1289            54.3              47            66    0.94
## 1290            76.1              91             1    5.79
## 1291            69.6             139             0    1.83
## 1292            66.2             219            11    3.23
## 1293            64.0             213             9    5.39
## 1294            85.0              74             2    8.30
## 1295            74.6             138             2    9.59
## 1296            82.0              81             0   10.95
## 1297            74.4             136            29    2.70
## 1298            79.4              79             2    8.83
## 1299            79.7              57             0   10.69
## 1300            81.2               7             2    8.40
## 1301            65.4             192            18    3.52
## 1302            64.2             234           140    0.01
## 1303            77.6              65             0    0.01
## 1304            81.4              58             0    8.49
## 1305            79.0              92             0   12.35
## 1306            64.3             268             3    7.84
## 1307            61.9             249            43    0.04
## 1308            75.0             142            42      NA
## 1309            76.0              98             0    5.13
## 1310            78.7              83             1    8.62
## 1311            63.5             219            21    0.30
## 1312            68.0             299            11    0.64
## 1313            56.1             288            45    4.50
## 1314            82.0              77             0   11.30
## 1315            46.2             441            29    3.91
## 1316            56.7             292           238    2.13
## 1317            68.0             193             0    1.09
## 1318            57.9             286            10    4.03
## 1319            75.0             138             1    3.55
## 1320            56.0             347            26      NA
## 1321            68.0             274           169    1.17
## 1322            71.6             145            20    0.36
## 1323            73.5              15             1    5.16
## 1324            62.5             238            46    0.08
## 1325            75.5             124             2    5.43
## 1326            45.3              45            29    3.86
## 1327            73.1             126             0    3.27
## 1328            63.6             274             6    0.01
## 1329            67.8             183            24    1.59
## 1330            79.0             172             4    6.78
## 1331            74.2             147             0   10.87
## 1332            59.5             272             1    0.08
## 1333            73.4              15             3    5.79
## 1334            68.1             187           138    0.08
## 1335            81.8               6             1    2.78
## 1336            77.2             114            28    8.40
## 1337            71.8             165             0    3.73
## 1338            72.3             196             0      NA
## 1339            75.7             121             2    5.58
## 1340            43.5             599            48    1.15
## 1341            78.8              13             3   13.63
## 1342            50.0             525            36    1.27
## 1343            49.4             566             4    2.75
## 1344            79.2              77             1    9.56
## 1345            74.8             144            44    7.32
## 1346            67.8             155           174    0.01
## 1347            87.0              72             3   10.32
## 1348            58.9              35            19    6.22
## 1349            73.6             133             1    8.58
## 1350            57.3             296             3    2.51
## 1351            71.6              22             0   11.29
## 1352            69.4             242            14   11.04
## 1353            73.4             125             0    7.38
## 1354            78.7              92             0   12.42
## 1355            74.5             125             1    6.13
## 1356            70.0             224             1   14.67
## 1357            74.9             116            21    0.56
## 1358            54.9             464            28    6.00
## 1359            74.1             165             1   11.64
## 1360            56.9             368            91    3.97
## 1361            59.8             277             3    3.41
## 1362            78.8              92             1    4.14
## 1363            72.9              14             0    0.96
## 1364            57.9             322             2    1.03
## 1365            71.7             142             2    2.72
## 1366            59.7             252            25    0.01
## 1367            67.2             183             0    2.82
## 1368            73.4             177             1   13.16
## 1369            74.7              93            22    0.03
## 1370            69.9             188             0      NA
## 1371            74.4              98             1    1.72
## 1372            66.9             189           173    0.05
## 1373            72.5             159             3    5.61
## 1374            56.7             337             3   11.89
## 1375            73.3              15             1    3.73
## 1376            62.8              26            16    7.92
## 1377            53.1             329            51    0.01
## 1378            68.7             181           124    0.09
## 1379            72.0             174             0   11.85
## 1380            75.0              85             0    2.16
## 1381            62.8             225             0    5.02
## 1382            54.1             361            24    4.50
## 1383            81.0              76             2   11.20
## 1384            76.1              73             0    1.93
## 1385            80.0               8             0   11.53
## 1386            76.0              74             0    1.95
## 1387            59.7             322             2    8.13
## 1388            77.7              11             0   13.33
## 1389            67.9             221             0    4.41
## 1390            51.5              41            61    4.43
## 1391            52.5             372           246    0.85
## 1392            73.9              97            18    0.45
## 1393            67.6             167            14    3.08
## 1394            81.5              61             2    7.96
## 1395            57.4             327             3   10.72
## 1396            81.1               7             0   11.34
## 1397            78.2              18            27    8.74
## 1398            76.9              12             0   11.69
## 1399            71.6             189            14    6.17
## 1400            75.5              17            16    1.45
## 1401            66.0             196            20    0.26
## 1402            73.0             134             1    7.25
## 1403            73.5             176             1   12.55
## 1404            77.0             177             1    9.45
## 1405            63.5             227             1      NA
## 1406            59.7              32             2    6.47
## 1407            47.1             433            28    3.97
## 1408            55.7              45            31    2.12
## 1409            66.9             224             4    2.81
## 1410            73.2              17             1    1.98
## 1411            76.5               8             1    1.75
## 1412            69.7             187             0    6.37
## 1413            58.9             413            43    7.38
## 1414            65.5             194            10    0.37
## 1415            76.9              77             1    1.91
## 1416            71.0             184             0    5.10
## 1417            75.4              16             0    5.16
## 1418            48.5             559            37    1.18
## 1419            78.9              93             1    4.20
## 1420            63.7             183           364    0.01
## 1421            79.3              99             3   13.49
## 1422            82.0              63             0    7.38
## 1423            76.9              11             1   12.22
## 1424            86.0              69             1    9.84
## 1425            72.7             112             1    2.26
## 1426            66.6             225             4    2.13
## 1427            59.9             287            13      NA
## 1428            62.0             329             6    1.23
## 1429            63.1             226             0    5.80
## 1430            74.2             148             1    3.64
## 1431            52.4             323            49    4.54
## 1432            73.7             127             7    0.78
## 1433            89.0              78             0    9.88
## 1434            65.8             235             0    0.71
## 1435            82.4              68             3    7.49
## 1436            74.9              87             0    1.99
## 1437            78.0              95             3   12.91
## 1438            73.4              97             8    0.09
## 1439            51.8              34           227    1.90
## 1440            71.2             181             0    5.42
## 1441            73.0             161            70    7.10
## 1442            76.3             123            33    5.29
## 1443            78.2              89             3    9.18
## 1444            82.7              56             1      NA
## 1445            63.3             241           150    1.84
## 1446            64.0             271             2    1.31
## 1447            64.5              23            13    2.37
## 1448            52.4             437            74    1.49
## 1449            72.5             125             4    0.54
## 1450            73.0             142             6    0.01
## 1451            79.1              86             2   11.12
## 1452            75.2              83             0    2.16
## 1453            72.9             133             1    6.95
## 1454            58.0             363            30    2.47
## 1455            67.7             158             2    0.01
## 1456            74.3              84             1    0.01
## 1457            78.8              88             0   10.70
## 1458            74.1             112             4      NA
## 1459            48.0               4            42    0.30
## 1460            85.0              69             0   11.49
## 1461            54.4             337             3    7.19
## 1462            73.1              12             9    0.06
## 1463            77.0              16             0   13.25
## 1464            71.0             192             8    3.78
## 1465            78.6              87             0    8.91
## 1466              NA              NA             0    0.01
## 1467            79.9              89             0    9.72
## 1468            75.6              16             1    0.56
## 1469            79.7              77             0    9.42
## 1470            64.8             225           136      NA
## 1471            79.0              67             0    6.41
## 1472            73.8             119             0    7.68
## 1473            55.3             473            50    8.19
## 1474            69.9             155             0    3.49
## 1475            77.2              89             0    4.03
## 1476            67.4             225             2    4.26
## 1477            73.2             137             3    0.49
## 1478            73.3             137             1    3.96
## 1479            72.8             142             0    1.24
## 1480            67.6             226             1    8.15
## 1481            71.7             134             0    0.01
## 1482            59.9             268            40    0.93
## 1483            68.8             222             1      NA
## 1484            61.8             251            64    2.01
## 1485            74.4             129             1      NA
## 1486            51.5             333            14    4.40
## 1487            72.1             162             0    8.92
## 1488            68.6              16            27    0.45
## 1489            83.3              58             2    7.39
## 1490            71.3             189            11    2.02
## 1491            55.0              36           235    1.53
## 1492            51.0             424            85    1.68
## 1493            73.9             158            10    5.95
## 1494            77.0             178             4    9.62
## 1495            73.0             181             2    2.48
## 1496            78.0             221             0   12.12
## 1497            62.9               2           364    0.04
## 1498            82.0              69             0    6.90
## 1499            75.6              19            21      NA
## 1500            72.0             165            54    0.23
## 1501            71.1             146             3    0.01
## 1502            46.4             622             5    2.95
## 1503            48.5             414            45    0.41
## 1504            79.0             186             0    4.73
## 1505            75.8             125            40    5.11
## 1506            79.0             159            54    0.21
## 1507            51.9              39            14    4.46
## 1508            73.0              16             5    3.16
## 1509            75.8              15             1    0.54
## 1510            75.1             113            21    0.66
## 1511            73.8             132             3    0.47
## 1512            75.9             134             0    8.18
## 1513            74.0              15             1    3.63
## 1514            54.0             437            60    2.69
## 1515            52.4             336            52    0.01
## 1516            74.9              93           248    4.88
## 1517            74.9             167             0    9.50
## 1518            46.7             679             2    5.48
## 1519            74.9              98             1      NA
## 1520            57.3             291            85    0.02
## 1521            76.0             145            32    0.19
## 1522            69.0             218             1    8.45
## 1523            68.1             227             1    0.01
## 1524            51.5              34            52    0.01
## 1525            81.1              65             0    1.60
## 1526            73.3             165            12    6.20
## 1527            52.1             425            74    1.03
## 1528            69.7              19             0    0.01
## 1529            73.6              15            12    4.28
## 1530            81.2              69             1    9.56
## 1531            59.4             288            41    1.70
## 1532            62.0             298             7    3.53
## 1533            64.0             224             8    0.01
## 1534            71.2             194             3    3.70
## 1535            74.7              13            11    7.63
## 1536            61.8             261           162    1.34
## 1537            77.3              13             2    6.24
## 1538            71.8             157             0    1.35
## 1539            55.7              34             3    7.97
## 1540            69.5             184             0    6.85
## 1541            76.7               7             0    1.65
## 1542            71.8             124             0    1.95
## 1543            79.9               8             2   11.36
## 1544            52.7             336             3    4.46
## 1545            65.9             177            11    0.38
## 1546            69.0             267            40    1.69
## 1547            57.8             272            52    0.01
## 1548            82.8              56             1      NA
## 1549            79.0              81             1    8.09
## 1550            76.4              89             0    0.11
## 1551            81.0              71             3   10.37
## 1552            63.6             218            10    5.95
## 1553            82.2              64             2      NA
## 1554            69.9             165             0    0.88
## 1555            76.9              92             0    4.64
## 1556            69.1             194             0    4.55
## 1557            58.9             275             4      NA
## 1558            57.6             285             4    0.01
## 1559            53.1             336            51    0.01
## 1560            78.1              93             0   11.02
## 1561            75.2             122             0   13.01
## 1562            51.9             434            77    1.63
## 1563            73.6              15            13    4.34
## 1564            86.0              71             2   10.94
## 1565            58.6             281            77    0.01
## 1566            76.6             122            31    5.26
## 1567            79.3              81             0    9.95
## 1568            64.4             261             5    0.01
## 1569            59.7             247            24    0.35
## 1570            83.0               8             0   10.11
## 1571            54.3             314           233    1.43
## 1572            68.1             217            56    5.02
## 1573            63.4             231             7    2.88
## 1574            79.8              85             0   10.05
## 1575            68.0             178            23    0.24
## 1576            75.0             131             0   10.63
## 1577            74.0             182             0    9.40
## 1578            71.8             123            21    0.51
## 1579            68.1             218             0    1.63
## 1580            55.4             338             3    8.34
## 1581            78.5              18            26    8.71
## 1582            79.5               8             4   11.84
## 1583            73.8             128             0    0.01
## 1584            79.1               9             0   10.52
## 1585            57.4             323            14    1.21
## 1586            71.4             132            98    0.01
## 1587            82.4               5             0    7.31
## 1588            84.0              76             0   12.00
## 1589            69.8             211             0      NA
## 1590            65.1              38            21   10.47
## 1591            73.2             152             3    5.65
## 1592            63.7              26             3    0.36
## 1593            52.3              52             4    2.39
## 1594            75.4             124             1    5.86
## 1595            74.6             168             0    9.29
## 1596            48.1             424            27    3.84
## 1597            81.4              68             0   11.02
## 1598            74.6             127             1    9.56
## 1599            51.0              53           109   10.16
## 1600            64.6             239            13    0.01
## 1601            78.0              98             1    4.13
## 1602            72.5             146             0    2.05
## 1603            72.2             121             5    2.14
## 1604            67.5             257             6    4.49
## 1605            59.8             289           177    1.13
## 1606            63.8             238            37    0.04
## 1607            77.7              78             0      NA
## 1608            76.6             118             0    6.67
## 1609            77.8              11             2    6.06
## 1610            77.8              89             4   10.59
## 1611            74.1             157             9      NA
## 1612            71.6             135             0    0.01
## 1613            74.6             152             8    6.41
## 1614            61.1             349             2    5.99
## 1615            55.0              34            60    0.51
## 1616              NA              NA             0    0.01
## 1617            72.8             128             0    2.53
## 1618            62.3             259            15    5.68
## 1619            71.4              14             0    4.19
## 1620            78.0             149             0    0.83
## 1621            63.4              24            38    0.05
## 1622            78.7              84             2    9.03
## 1623            72.9             161             0    3.24
## 1624            75.9               9             1    5.58
## 1625            81.1              88             3   11.80
## 1626            67.9             218            58    4.85
## 1627            82.9              56             0    1.83
## 1628            59.7             285            13    0.01
## 1629            72.5             132             2    0.01
## 1630            79.3              74             1    2.47
## 1631              NA              NA             0    8.54
## 1632            59.6             288            21      NA
## 1633            68.2              21             0    4.90
## 1634            64.7             276             8    5.99
## 1635            63.5             238             6    2.86
## 1636            57.1             283            25    1.12
## 1637            81.0              78             4   10.79
## 1638            66.4             178            10    0.32
## 1639            83.0              64             3    7.09
## 1640            75.3             125             8    0.01
## 1641            87.0              76             0   10.46
## 1642            58.6             348            87    3.98
## 1643            53.2             417             9    2.45
## 1644            73.7             158             9    7.22
## 1645            67.1             235             1    9.89
## 1646            58.0             325             2    1.02
## 1647            76.1              76             0    1.66
## 1648            72.6             166             0   11.93
## 1649            64.7             255             5      NA
## 1650            71.1             173             0    9.75
## 1651            74.7              18             0    1.47
## 1652            73.7             145             0   10.78
## 1653            74.2             136            29    2.86
## 1654            56.1             339             3    9.93
## 1655            79.1              82             2    7.60
## 1656            62.7              28             8    0.01
## 1657            74.5              97           266    4.27
## 1658            63.0             299             3    7.58
## 1659            73.7             122             0    1.74
## 1660            75.2             142             0    8.27
## 1661            71.0              26             0    8.81
## 1662            57.4              41             3    5.73
## 1663            78.1              11             1    4.01
## 1664            59.4             338             8    2.58
## 1665            74.1             126            20    0.46
## 1666            51.2             391           253    0.88
## 1667            67.1              29             0    1.18
## 1668            88.0              66             2    8.65
## 1669            57.5              25            27    0.29
## 1670            77.5               1             1    4.29
## 1671            53.2             446            99   10.09
## 1672            56.7             375            61    0.01
## 1673            73.1             167            10    6.89
## 1674            60.0              23             7    0.03
## 1675            81.2              66             1   10.31
## 1676            72.2             192             0   12.40
## 1677            72.6             141             1    7.38
## 1678            56.5             285            25    1.13
## 1679            79.3              86             0   12.10
## 1680            57.0             297             3    2.47
## 1681            69.4              19             0    5.82
## 1682            66.2              22            42    0.70
## 1683            74.8             124             0   13.39
## 1684            61.7             317             3    6.28
## 1685            74.4              12             1    8.65
## 1686            72.8             163             9    3.99
## 1687            69.7             171            55    0.21
## 1688            73.9              99           332    2.92
## 1689            71.4             128            21    0.56
## 1690            72.5             184             1   13.29
## 1691            45.3              48            97    1.85
## 1692            74.0             137            30    2.19
## 1693            52.7             419             9    2.30
## 1694            64.2             263             1    0.96
## 1695            64.1             241             6    2.58
## 1696            59.0             286             3    2.99
## 1697            72.3             172             4    2.10
## 1698            77.3              15             0   14.21
## 1699            66.0             266             3    0.01
## 1700            72.2             185             0    7.82
## 1701            72.9             133             2    0.01
## 1702            75.4               1             0    8.82
## 1703            69.4             195             0    0.01
## 1704            73.2              14             1    3.96
## 1705            52.8               4            58    5.03
## 1706            78.8              91             1   12.05
## 1707            78.9              16            23    8.82
## 1708            78.1               7             0    9.56
## 1709            64.0             221             7    2.35
## 1710            78.0              82             0   13.24
## 1711            65.8              22             0    7.57
## 1712            75.9             128            28    4.09
## 1713            72.9              18             1   13.28
## 1714            78.1              92             0   11.28
## 1715            73.5              12             0    2.07
## 1716            51.4             282            57    0.10
## 1717            73.7             153             3    8.40
## 1718            74.9              13             3    1.30
## 1719            81.3              66             1   10.56
## 1720            72.8              11            20    0.56
## 1721            62.0             269             3    0.01
## 1722            64.3             222             0    5.27
## 1723            68.4             172            22    0.27
## 1724            54.0              47            23    0.01
## 1725            67.4             232             1    0.17
## 1726            64.1             225            58      NA
## 1727            68.0             252            48    0.07
## 1728            59.0             251            25    0.33
## 1729            46.3              56            17    1.54
## 1730            69.2             231             5    8.71
## 1731            81.0              73             0    6.37
## 1732            82.5              61             1    9.87
## 1733            83.0              75             2    9.31
## 1734            48.1              43            43    0.36
## 1735            82.0              69             0    1.49
## 1736            74.2              17             1    1.64
## 1737            77.0              14             0   11.34
## 1738            81.7              65             0   11.12
## 1739            69.4             184             0    6.48
## 1740            71.0             146             6    3.35
## 1741            73.2               1             9    0.08
## 1742            76.6              16             0   12.10
## 1743            76.2             124             0   10.80
## 1744            79.0              98             1    3.41
## 1745            57.9             251            26    0.34
## 1746            79.7              77             0   11.41
## 1747            66.3             215             6      NA
## 1748            55.5              41            88    9.65
## 1749            66.9             194             0    0.01
## 1750            76.8             125             2   10.81
## 1751            53.6             395            57    5.44
## 1752            72.6             192             0   12.15
## 1753            77.5             118             1    6.89
## 1754            74.1               1             1    1.82
## 1755            71.8             172            88    6.95
## 1756            67.0             325            71    0.01
## 1757            51.6             334            50    0.01
## 1758            46.2             633             4    2.69
## 1759            74.2              14             3    1.37
## 1760            46.8             388            95    3.49
## 1761            75.9              81             0    1.76
## 1762            79.0              13             3   13.89
## 1763            73.6             158             9    7.92
## 1764            72.8             121             4    0.59
## 1765            73.4             153             2    9.00
## 1766            82.7              57             0    1.83
## 1767            79.8              71             1    9.79
## 1768            74.5             149             3    2.87
## 1769            65.9             183            10    0.38
## 1770            63.1             223            10    5.18
## 1771            71.4              22             0   11.00
## 1772            72.4             124             0    4.45
## 1773            62.9             234            18    1.99
## 1774            45.7              51            17    1.49
## 1775            77.0              79             0    1.11
## 1776            57.1             263            51    0.11
## 1777            78.5              83             0    8.75
## 1778            72.2             157             1   10.96
## 1779            74.1              96            18    0.43
## 1780            51.3             385            25    6.09
## 1781            69.5             186             0    6.76
## 1782            72.1             168             0    3.94
## 1783            56.8             284            25    1.19
## 1784            78.0              23             4    8.06
## 1785            73.0             189             0   17.87
## 1786            73.0             192             4    3.61
## 1787            54.8             337             3    7.28
## 1788            67.9             199            32    0.01
## 1789            57.6             278            25    1.28
## 1790            78.0              88             4   10.91
## 1791            79.6               8             4   11.47
## 1792            62.0             285            10    0.88
## 1793            74.8             145             0    8.93
## 1794            68.4             154             6    0.62
## 1795            86.0              72             0    9.47
## 1796            63.4             225             0    6.54
## 1797            72.3             116            20    0.62
## 1798            81.5              72             4    8.03
## 1799            53.5             323           232    1.44
## 1800            69.0             227            49    0.01
## 1801            61.8             246             2    0.15
## 1802            71.0             177             0    4.60
## 1803            75.0              93             1    1.57
## 1804            73.2             163             3    3.36
## 1805            58.7             287             3    2.79
## 1806            58.5             288             3    2.64
## 1807            80.0              79             2   11.22
## 1808            59.3             327            11    0.61
## 1809            54.0             334            33    0.34
## 1810            78.6              97             1    4.10
## 1811            65.4              29            49    0.30
## 1812            77.5             111            28    8.48
## 1813            78.4              91             3   12.25
## 1814            73.3              98             9    0.09
## 1815            71.5             169             0    8.80
## 1816            72.8             161             5    3.23
## 1817            65.6             199            16    2.24
## 1818            59.2             275            71    0.01
## 1819            61.0             296             2    8.87
## 1820            80.0              64             0    7.14
## 1821            68.6             178            59    0.15
## 1822            74.0             133            11    4.29
## 1823            72.3             161             3    5.61
## 1824            74.5              92             0    2.15
## 1825            68.1             166            10    0.32
## 1826            75.7             129            28    4.00
## 1827            76.1             124            34    5.30
## 1828            74.3              13             3    0.51
## 1829            73.4             169             0   15.19
## 1830            71.5             174             0    4.08
## 1831            59.8             259            12    3.41
## 1832            75.0             222            13      NA
## 1833            59.5             251            25    0.01
## 1834            73.6             116             4    0.43
## 1835            64.3             235            30    0.87
## 1836            66.5              22             0    1.08
## 1837            55.0             471             3    5.28
## 1838            51.5             337            51    0.01
## 1839            71.2              23             2    2.83
## 1840            76.0             174             0    3.30
## 1841            73.5             144            14    4.66
## 1842            71.2             188             7    6.13
## 1843            79.8              75             2    9.69
## 1844            76.6              11             1   11.89
## 1845            83.5              56             2    7.55
## 1846            58.8             343             7    0.56
## 1847            64.6             255             2    8.86
## 1848            73.4             136             0    0.01
## 1849            63.4               3             2    0.01
## 1850            74.4              96           285    3.88
## 1851            81.9              57             1      NA
## 1852            83.0              53             0    0.01
## 1853            88.0              73             0   12.04
## 1854            73.8             144             0    9.85
## 1855            71.4             192            16    5.93
## 1856            71.4             189            11    1.93
## 1857            78.1              14             1    4.13
## 1858            52.1             437            76    1.66
## 1859            71.0             179           103    7.13
## 1860            75.8              76             0    2.00
## 1861            66.6             192            14    2.20
## 1862            79.2              79             0    9.15
## 1863            72.3             165             0    6.85
## 1864            73.6             157             6    6.05
## 1865            75.6              87             1    1.69
## 1866            73.3             159            65    7.19
## 1867            47.1             587            38    1.18
## 1868            56.6             298             3    2.08
## 1869            71.2             179             0    6.02
## 1870            70.0             226             0   14.09
## 1871            54.1             441            32    1.23
## 1872            73.2             124            26    1.26
## 1873            71.2             138            38    1.47
## 1874            71.8             163            17    4.45
## 1875            73.0             176             0   15.14
## 1876            55.3              37            24    7.01
## 1877            64.4             284             8    5.75
## 1878            81.0              68             2      NA
## 1879            61.0              26            66    1.90
## 1880            73.0              24             3    2.97
## 1881            81.9              64             1    9.78
## 1882            73.5             134             0    0.01
## 1883            78.1              11            27    8.74
## 1884            43.8             614            44    2.62
## 1885            79.2              97             1    3.34
## 1886            82.0              77             3   10.88
## 1887            64.4             178           367    0.03
## 1888            73.0             167             1    3.76
## 1889            74.6             136            28    2.56
## 1890            66.2             168             2    0.06
## 1891            53.1             334             3    5.07
## 1892            73.3             122            23    0.03
## 1893            60.0             356             3    5.12
## 1894            72.6             132             2    0.01
## 1895            72.5             123             0    4.75
## 1896            58.3              34            41    1.46
## 1897            54.9              41            93    9.81
## 1898            56.1             285            25    1.15
## 1899            52.5             336            36    0.17
## 1900            59.3             347            76   10.22
## 1901            74.8             112            19    1.54
## 1902            75.2             144             2   10.40
## 1903            56.4             345            26      NA
## 1904            74.6             143             0   10.43
## 1905            58.0             437            15    0.01
## 1906            67.8             235             7    6.64
## 1907            69.2             197             0    0.01
## 1908            53.7             278            55    0.11
## 1909            88.0              73             2   11.86
## 1910            69.2             192             0    5.12
## 1911            81.3              69             0    9.18
## 1912            81.5              62             0    6.21
## 1913            77.6               8             0    0.01
## 1914            44.5             715            26    4.06
## 1915            53.1             437            96    4.07
## 1916            45.3             654             5    2.61
## 1917            81.1               7             0    9.20
## 1918            46.0              63             3    5.08
## 1919            45.7              44            97    2.58
## 1920            78.8              86             0      NA
## 1921            66.4             192            19    0.26
## 1922            71.3             161             2    0.01
## 1923            64.6             234            35    0.04
## 1924            54.2             318            51    0.01
## 1925            79.2              11             3   13.78
## 1926            76.5              19             0   13.03
## 1927            74.7             136            28    3.01
## 1928            79.7              78             0   11.26
## 1929            76.0             172             0    2.88
## 1930            76.0              89             0    0.12
## 1931            81.3               7             2   10.24
## 1932            73.3             145             0   10.73
## 1933            79.5              78             1   10.17
## 1934            81.1              68             0   11.82
## 1935            75.4              11            21    0.01
## 1936            74.4             123             1    3.79
## 1937            57.4             325             2    1.34
## 1938            78.0              16             1    4.15
## 1939            81.3              86             3   11.70
## 1940            49.4             452            62    2.65
## 1941            77.0             115            28    8.33
## 1942            74.1             137            12    7.68
## 1943            72.1             174             6    5.93
## 1944            66.3             188           187    0.06
## 1945            51.5             491            36    1.16
## 1946            79.4              77             3    9.78
## 1947            73.7             133             3    0.43
## 1948            74.7              11             1    1.72
## 1949            72.5             119             5    0.01
## 1950            73.8             132             1    7.24
## 1951            76.8              88             0    0.25
## 1952            71.4             162             0    3.62
## 1953            59.4              34             7    1.07
## 1954            62.4             281            10    0.01
## 1955            73.9             154             0    0.01
## 1956            46.4              64            39    2.33
## 1957            53.2             367           498    8.30
## 1958            66.7             215             4    3.31
## 1959            71.0             183             0    6.37
## 1960            75.4             113             0    6.56
## 1961            74.4             144             8    3.52
## 1962            82.1               6             0   10.15
## 1963            74.6              12             3    1.24
## 1964            76.6              88             0    5.37
## 1965            80.0              78             0    9.08
## 1966            67.8             184            22    2.15
## 1967            45.4               7            28    4.57
## 1968            76.0             121             6    3.82
## 1969            74.4             167             0   10.75
## 1970            75.9              17             0    0.01
## 1971            74.2             167             0   16.99
## 1972            82.7              49             0      NA
## 1973            57.0             352            46    0.01
## 1974            57.6              31            42    1.60
## 1975            76.2             118             8    7.93
## 1976            59.1              39             2    1.02
## 1977            73.1             119             4    0.61
## 1978            81.2              66             0   10.75
## 1979            67.2             229             4    2.77
## 1980            61.2             278            60    1.80
## 1981            83.0              78             0   10.08
## 1982            77.5              99             0   12.69
## 1983            64.7             218            35    0.21
## 1984            68.0              22             0    1.76
## 1985            84.0               7             0   11.72
## 1986            77.5              14             0   11.14
## 1987            72.0             199             0   13.94
## 1988            75.3              14             0    1.03
## 1989            83.0              62             0    7.91
## 1990            58.8             272           238    0.01
## 1991            71.9             162             3    7.68
## 1992            78.0             222             0   12.30
## 1993            67.0             336            22      NA
## 1994            71.9             166             6    3.04
## 1995            69.9             174            54    0.21
## 1996            52.1             341           229    1.85
## 1997            74.5              98             1    1.67
## 1998            74.6             153             0      NA
## 1999            76.4              13             0      NA
## 2000            64.4             282             8    6.58
## 2001            69.0             155            26    0.46
## 2002            54.2             382            56    5.90
## 2003            49.5              48            90    2.09
## 2004            73.8              14            10    4.69
## 2005            73.2             168             9    8.18
## 2006            74.6             116             0    3.64
## 2007            53.0             432            72    1.43
## 2008            74.8              15             0   11.51
## 2009            67.5             277             5    8.86
## 2010            78.0             225             0    0.01
## 2011            74.8              13             3    1.29
## 2012            69.1             197             6    1.56
## 2013            73.0             134             9    1.29
## 2014            58.7             271            13    3.13
## 2015            65.0              29            17    5.57
## 2016            82.2               6             0    1.80
## 2017            78.3              92             3   12.46
## 2018            75.1              15             0    1.23
## 2019            80.0              72             0    6.37
## 2020            62.2             241             2    0.12
## 2021            68.3             214             0    2.02
## 2022            68.9              25             0    4.47
## 2023            73.8             132             1    9.30
## 2024            87.0              66             0    1.55
## 2025            54.8              48            64    1.19
## 2026            72.1             152            15    4.50
## 2027            83.0              71             1    9.97
## 2028            67.3             191             0    0.01
## 2029            82.6              67             3    7.29
## 2030            63.0             189           377    0.01
## 2031            81.0              62             0    7.05
## 2032            51.2             341            49    0.01
## 2033            68.5             166             9    3.13
## 2034            69.4             164             0    1.58
## 2035            52.5             397            15      NA
## 2036            69.4              24            15    2.45
## 2037            63.8             263             2    2.43
## 2038            71.0             147             3    0.01
## 2039            64.4             233            35    0.06
## 2040            80.0              77             2    7.80
## 2041            76.0              14             1    0.51
## 2042            61.6             291             2    9.02
## 2043            56.8             271            54    0.61
## 2044            72.3             127             4    0.54
## 2045            66.3             218             1    7.32
## 2046            68.9             167            20    0.26
## 2047            61.8             286            10    0.79
## 2048            47.4             382            92    5.04
## 2049            81.1              72             2    9.34
## 2050            59.4             241            50    0.15
## 2051            68.9             169             0    1.89
## 2052            75.3              81             0    2.05
## 2053            73.4             157             4    3.08
## 2054            62.2             325             2    5.76
## 2055            64.9             213             0    0.60
## 2056            74.3              15             4    3.11
## 2057            73.2             136             0    0.01
## 2058            59.8             296             1    0.45
## 2059            56.9             436             2    6.21
## 2060            65.8              21             0    4.13
## 2061            64.7             249            31    0.03
## 2062            62.5             237             2    0.01
## 2063            54.7             327            32    0.21
## 2064            43.3              48            30    3.83
## 2065            68.0             242             1    8.36
## 2066            72.2             134             2    0.01
## 2067            52.0             299            59    0.54
## 2068            82.0              75             0   11.12
## 2069            81.9              57             0    7.30
## 2070            51.9             428            77    1.51
## 2071            66.2             215             0      NA
## 2072            64.4              28             9    0.01
## 2073            71.7             193             1   12.22
## 2074            76.6              12            32    5.23
## 2075            72.0              17            81    6.85
## 2076            69.9              22             5    6.29
## 2077            52.2             513             4    0.01
## 2078            81.1              66             0   10.15
## 2079            66.2             162           359    0.01
## 2080            73.6             157            57    7.33
## 2081            81.5              63             1    2.55
## 2082            69.2             177             0      NA
## 2083            69.1             185            17    0.01
## 2084            82.5               5             0    7.81
## 2085            56.0             371            13    4.27
## 2086            79.3              73             0    1.43
## 2087            76.9             115             1    3.92
## 2088            61.1             314            28    0.01
## 2089            41.0             519            30    4.21
## 2090            62.1             253            37    0.01
## 2091            52.1               3             5    2.84
## 2092            82.5              49             0    7.45
## 2093            78.4              98             0    9.31
## 2094            75.6             126            10    8.33
## 2095            69.8             196             0    4.94
## 2096            78.3              78             0    2.03
## 2097            73.7              13             1    2.10
## 2098            67.6             256             6    4.89
## 2099            74.7             141             3    2.37
## 2100            81.6              55             0   10.22
## 2101            74.1             131             1    9.85
## 2102            64.3              22            38    0.20
## 2103            53.3             394            58    5.22
## 2104            68.3             185           134    0.08
## 2105            52.2             366            46    0.64
## 2106            89.0              69             2   11.03
## 2107            64.3             219             0    0.60
## 2108            58.6              35            20    4.79
## 2109            72.9             155             1   10.98
## 2110            78.0             174             0    6.70
## 2111            56.3             295           237    2.09
## 2112            57.2              27            53    0.01
## 2113            83.0              62             3    6.90
## 2114            73.0             155             3    5.39
## 2115            66.5             188           182    0.06
## 2116            75.8             116             0   13.24
## 2117            77.3              11             0   11.54
## 2118            76.4             119             1    6.76
## 2119            62.0             261             3    0.48
## 2120            66.6             194            29    0.20
## 2121            78.1              16             1    3.58
## 2122            74.1             149             0   12.09
## 2123            73.8             122             8    0.80
## 2124            74.5             148             2    3.55
## 2125            74.5             129             3    0.53
## 2126            69.3             199             0    4.52
## 2127            72.4             148             0    1.79
## 2128            59.1             317            62    1.86
## 2129            60.0             266             2    0.24
## 2130            72.2             171             0   12.55
## 2131            77.2              84             0    4.76
## 2132            69.3              21            16    2.41
## 2133            73.0             139             0    2.15
## 2134            58.0             399            25    6.39
## 2135            77.3             122             0    0.01
## 2136            71.4             189             7    6.43
## 2137            71.9             155             0    1.51
## 2138            81.7              83             3   11.80
## 2139            81.0              75             0    9.50
## 2140            71.8             183             4    2.05
## 2141            72.7              16             5    1.68
## 2142            73.3             165             1    3.67
## 2143            81.0              67             1   10.30
## 2144            75.9             114             0   13.19
## 2145            67.3             191           159    0.06
## 2146            71.5             141             2    0.01
## 2147            71.4             167            18    4.66
## 2148            71.6             158             0    1.24
## 2149            72.9             134             1    0.55
## 2150            81.7              58             0    7.40
## 2151            81.1              63             1    8.96
## 2152            55.6             371            51    6.19
## 2153            69.9             228             0    6.68
## 2154            73.4             158             9    4.13
## 2155            61.4             217             8    0.02
## 2156            48.6             453            17    1.56
## 2157            53.5              38             5    2.58
## 2158            74.4              14             0   10.58
## 2159            74.9             138             3      NA
## 2160            75.7             123             1    6.35
## 2161            76.1              85           157      NA
## 2162            55.0             354           217    0.86
## 2163            78.3              95             0   11.28
## 2164            72.8              18             1    4.29
## 2165            67.0             185             0    2.23
## 2166            80.0              56             0   10.55
## 2167            58.5             343             7    0.83
## 2168            69.6             188             0    6.35
## 2169            68.1             192             0    1.21
## 2170            73.2             131             9    0.93
## 2171            69.2             184            16    0.01
## 2172            82.0              85             0   11.92
## 2173            89.0              88             3   11.90
## 2174            55.5             278            55    0.57
## 2175            77.0             148             0    3.82
## 2176            79.9              78             0    9.31
## 2177            72.6              11             1    3.66
## 2178            75.4             131            29    3.94
## 2179            75.9              12             9    8.35
## 2180            71.4             154            18    4.59
## 2181            67.6             228             1   10.98
## 2182            69.2              28            14    2.35
##      percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths Polio
## 1              172.00978840          75     680   NA                92     9
## 2              778.24774670          NA       6 57.3                 0    98
## 3               47.08931143          75       0 24.0                 0    97
## 4               31.59415870          NA     938 17.2                25    42
## 5               52.82986467          96     237 17.0               130    96
## 6             4472.61140000          NA       4 54.2                 1    98
## 7              363.57216440          97       0 48.4                 4    97
## 8              703.55273320          95      51 61.3                 0    96
## 9             4348.33531000          97       6 64.6                 1    95
## 10             287.61245190          92       1 59.9                 1    95
## 11             708.61579660          95       0 56.2                 1    99
## 12               0.00000000           9       0 47.1                 0    88
## 13              81.84050070          74       2 19.0                96    76
## 14            3427.32033200          92      29 56.6                 1    94
## 15               0.00000000          88      23 28.6                52    88
## 16             362.87022710          94       0  4.3                 1    94
## 17              52.31086276          79       0 33.0                 3    74
## 18             469.58238980          91       1 32.2                 4    96
## 19              30.72290501          94     101 24.9                60    94
## 20              69.43934508          93       0 52.2                12    92
## 21               0.00000000          82       0 77.6                 0     8
## 22               0.00000000          NA    6755  1.0                39    92
## 23             515.07347950          97      73 67.7                 0    99
## 24              10.68147485          39     927 32.1                15    84
## 25             253.40223380          93       3 58.1                 0    94
## 26               0.10805597          99      12  3.7                 0    99
## 27               4.63277630          75     760 17.0                83    82
## 28             263.03728380          91       0 53.0                 0    91
## 29             611.90935660          97      37 17.3                 0    96
## 30             569.62550350          84       0 71.5                 0    88
## 31             954.96448870          NA       0 57.4                 2    92
## 32             263.21110310          49    6855 24.7               759    49
## 33             295.77301710          93       4 37.2                 0    99
## 34               0.00000000          73     815  4.4                47    67
## 35            1030.22027100          NA       0 57.6                 1    99
## 36               0.00000000          95       5 56.9                 0    96
## 37               0.00000000          41      45 57.1                 8     5
## 38             760.65505530          89    1028 34.1                 3    89
## 39              60.65068446          99       1 58.0                 0    99
## 40             321.61325930          98       0  5.9                 3    99
## 41              11.56715633          94       0 44.7                 0    95
## 42               0.00000000          95       0 49.9                11    95
## 43               0.00000000          65       0  5.6                37    76
## 44               0.00000000          98       0 61.3                 0    97
## 45            1641.30981000          93       0 48.4                 0    93
## 46              24.82762854          NA       0 41.6                 1    95
## 47               3.98992847          NA      61 18.4                22    71
## 48               0.00000000           9       4  6.7                 2    89
## 49              42.17956418          89       0 49.8                19    89
## 50             264.24961290          95     632 28.8                 4    96
## 51             504.43087350          83      90 51.7                 0    84
## 52               0.00000000          81    5020 21.6               308    78
## 53             176.01071060          62       0 45.9                 7    81
## 54             244.03919490          91      21  2.3                 1    92
## 55             110.26336190          75     426 23.5                39    77
## 56               5.30090204          17       1 26.4                 7     9
## 57             320.32392410           9       0  5.8                23    95
## 58              99.08095375          86       0 54.8                 0    96
## 59            1529.49777100          97    2339 59.3                16    98
## 60               0.00000000          84       0 45.4                16    84
## 61             547.21014110          98    6071 26.8                12    99
## 62             882.35636200          94       0 57.7                 1    95
## 63               0.00000000          92     188 69.6                26    93
## 64             143.61973160          86      49 26.3                 4    87
## 65              45.85105771          85       0 67.8                 0    91
## 66             725.48531610          NA       0 55.9                 0    97
## 67             530.48323360          NA      11 52.8                 0    97
## 68            2218.36422600          96       0 36.2                 0    99
## 69               8.71740870          65     420 27.5                43    69
## 70             121.36254670          77       9  2.6                82    88
## 71            4582.47608100          97      74 65.1                 0    98
## 72               7.34480821          47     141 21.2                23    47
## 73              11.08905273          65     798 13.4               122    41
## 74               0.00000000          99    4929 47.2                 1    98
## 75              69.02042450          45    7360 18.3                89    76
## 76           14829.41215000          NA       0 57.5                 0    93
## 77              24.73299655          78       0 34.4                 1    78
## 78              60.49098150          NA   16527 14.1                 6    99
## 79              63.87845220          98      20 64.8                 4    98
## 80             466.66936980          98       0 41.6                 1    97
## 81            5842.37476500          88     121 57.1                 3    96
## 82               0.27564826          95    4074 18.7                21    97
## 83               0.00000000          99       0 53.7                 0    99
## 84            1109.96950800          91       0 58.9                 0    92
## 85             334.76721070          98       0 51.3                 1    98
## 86               0.00000000          99       0 47.5                 0    99
## 87              64.39853344          NA       0 37.5                24    58
## 88              21.33781840          NA    2151 17.3                56    56
## 89               0.00000000          97      82 64.8                 2    97
## 90             123.09662980          99      18 51.1                 1    97
## 91              22.39648813          NA       8 22.0                16    66
## 92               0.32841806          NA   12237 12.1                36    62
## 93               0.00000000          99       4 47.9                 1    98
## 94            2094.19096000          NA       4 59.8                 0    95
## 95              21.41123529          88       0 47.1                 4    88
## 96             345.90442580          98       0 45.0                 1    98
## 97               0.00000000          95       0 62.0                 0    97
## 98               0.00000000          54     243 23.3                40    42
## 99             167.62015520          83       0 74.1                 0    74
## 100           1521.67275100          99       0 35.5                 0    98
## 101              0.00000000           9      71 26.8                10     9
## 102              0.00000000          42    7497 24.3                80    47
## 103              0.00000000          NA     189  6.1                 4    92
## 104           3064.30114400          94     141 59.0                 2    91
## 105             96.03725103          84       0 19.5                40    84
## 106            158.70873990          88       0 54.3                 0    98
## 107             20.53327531          66       0 44.2                14    79
## 108              0.00000000          86     157 62.5                 3    98
## 109            102.37390900          99      10  3.7                 0    99
## 110            309.78345870          NA      18 19.5                 4    46
## 111            198.94876000          89      64 52.8                 1    88
## 112              0.00000000          NA     146 21.7                13    62
## 113              0.00000000          99       0 54.6                 1    99
## 114             55.59543946          NA     653 13.1                26    69
## 115             34.73924576          87       0 44.9                 4    85
## 116             22.48638351          74       0 47.3                 6    84
## 117             78.28120317           9       0 79.3                 0     9
## 118            343.12339500          93       0 68.4                 0    99
## 119            417.91174410          95       0 61.8                 1    95
## 120             47.35260547          12       0 71.4                 0    54
## 121            698.35227860           6       0 73.8                 0    62
## 122              0.00000000          89       0 58.3                 0    89
## 123           2183.10698600          98       3 65.4                 0    99
## 124            630.38835640          89      45 53.1                 0     9
## 125             22.39387584          NA    3903 17.4               474    71
## 126           8040.22044400          NA     334 54.4                 0    89
## 127              9.53048032          85     333 18.3                96    85
## 128              0.00000000          89      95 22.0                75    83
## 129             18.53143030          54      23 51.3                 1    93
## 130           1559.28715800          89      46 62.4                 0    91
## 131            151.76256700          89      56  5.5                 1     9
## 132           7453.86440000          85      20 53.7                 0    85
## 133            131.04212690          88      37 26.7                 4    87
## 134             66.72933871          92    6000 46.5                29    94
## 135              3.88539474          64      92 14.8                75    79
## 136            417.80388980          92       0 49.0                19    92
## 137              0.00000000          89     116  6.9                33    89
## 138           1117.04813400          97     373  6.2                10    96
## 139              3.82421247           8     830 15.2                93    86
## 140            230.25241840          96       0 57.3                 0    99
## 141             57.11644801          73     172 17.5               103     7
## 142            116.25859430          83     375 47.6                10    83
## 143              0.00000000           9      85  6.1                33     9
## 144            368.28482580          NA       4 27.2                 4    81
## 145            476.86258720          94       0 34.2                 3    96
## 146           1142.21240300          67      26 59.0                 0    98
## 147              0.00000000          68      31 27.1                42    67
## 148             40.37835666          NA    1317 16.5               102    68
## 149            244.35108010          95      27 55.9                 0    95
## 150            282.83646120          96    4519  2.9                18    98
## 151             62.85658630          99       0 25.4                 0    99
## 152           1275.68962500          95       0 58.1                 2    94
## 153            375.17403230          98       9 52.9                 4    97
## 154            267.05131200          87       0 57.9                 0    96
## 155            264.78421960          94      47 48.1                 5    97
## 156           6746.28129900          NA    8752 23.8                 4    97
## 157            423.29535090           9       0 68.6                 0    91
## 158              0.00000000          96       0 32.9                 7    99
## 159            604.87013160          98      15  6.2                 3    98
## 160           2972.44867500          92      22 57.0                 1    94
## 161              0.00000000          93       0 29.7                11    98
## 162           1099.24883700          94       7 57.4                 0    96
## 163            322.58631490          98       0  5.4                 1    99
## 164            471.55332940          99     931 62.1                 1    94
## 165             21.92813881          NA   10849 11.9                58    73
## 166             20.83302367          99      60  2.5                 4    99
## 167             30.78382657          NA    3207 16.5                25    38
## 168           4255.78169300          96    1204 64.8                 2    97
## 169             42.56331585          NA    9357 14.3                65     6
## 170              0.00000000          98       7 31.7                 2    98
## 171              0.00000000          73       0 57.8                 1    72
## 172              0.00000000          99     154 33.6                 9    99
## 173             57.73516711          82     394 14.8                20    82
## 174            710.49523970          95     155 56.9                12    97
## 175             20.68037294          92       0 42.8                 4    96
## 176            203.71348820          97       0 42.8                 6    98
## 177              0.09987219          42    7003 18.7                89    77
## 178             20.39568283          NA    3575 17.2                48    46
## 179            645.95838160          92       0 55.0                 1    92
## 180              0.00000000          98     219 68.2                 8    97
## 181             26.45133197          95       0 24.9                 0    97
## 182            400.13429710          94       0 47.8                 4    93
## 183              4.34493086          62       6 21.7                42    63
## 184             71.01620838          NA      27  6.6                 0    99
## 185              6.44876261          77       3 17.1                49    77
## 186            151.10455520          99       0 36.2                 0    99
## 187            160.23824160          NA       0 42.5                 1    99
## 188            278.36028060          97       7 57.6                 0    97
## 189             41.60951275          NA    2946 13.3                92    83
## 190            384.51291380          91       1 59.5                 1    91
## 191              0.00000000          NA    2092 64.8                 4    95
## 192            546.62351560          98     120 64.0                 4    98
## 193             10.20659464          91      46 22.7                29    83
## 194             74.82174880          81       0  5.4                 8    86
## 195             71.16601203          77       0 17.6                47    76
## 196             94.43445660          99    6183  3.0               233    99
## 197            197.93030770          93       1 49.3                 9    94
## 198              0.00000000          96     222 41.4                 4    94
## 199              0.00000000          82       0 61.0                10    82
## 200             60.51535060          88    1282 17.9                95    88
## 201             35.09462644          NA     210 42.1                11    75
## 202            599.03924030          NA      13 55.3                 0    98
## 203             25.21683318          83      10 25.9                 4    87
## 204              0.00000000          64      84 22.8                11    71
## 205           1084.99976600          98      43 52.8                57    98
## 206             71.01399249          79    1461 22.5                39     8
## 207            262.82991890          97       0 42.0                 0    93
## 208            459.11130610          68    5844 55.9                43    69
## 209            922.05073130           8      66  5.3                52    77
## 210              0.00000000          94     383  6.0                 1    95
## 211              0.00000000          NA     126 22.3                12    73
## 212              0.00000000          95       0 37.9                 2    96
## 213              1.86000374          81     459 18.8                52    83
## 214              8.93606463          NA       2 15.4                79    37
## 215            180.37870340          96    7872 54.4                 1    94
## 216             40.53719812          52      90 31.4                 3    44
## 217              0.00000000          89       6 23.8                50    89
## 218            881.73643270          95       0 59.4                42    95
## 219            457.32022360          92       0 52.8                 3    94
## 220             34.23979419          96       0 42.7                 8    96
## 221            150.31168840          94       0  6.2                 0    94
## 222             24.84763562          57     264  2.3                46     6
## 223              2.19888585          99       0  4.7                 8    99
## 224            287.46713050          41       0 69.7                 0    55
## 225           1121.47554700          99       0 34.2                 0    99
## 226             12.18597230          97       0 54.1                58    98
## 227              0.67568294          NA       8 19.8                22    72
## 228             40.13342094          99     737 37.5                28    99
## 229              0.00000000          97       1 43.0                 4    97
## 230          10986.26527000          92     190 64.4                 1    92
## 231           2160.38019900          97       2  6.0                 0    96
## 232             42.25479040          63      11 21.2                43    63
## 233            185.63669830          75   30328 55.2                39    78
## 234              0.00000000          91     185 22.5               124    91
## 235             30.17998548          83      16 16.2                 2    83
## 236              0.00000000          89       0 65.8                 0    81
## 237              0.00000000          79    1483 25.5                39    78
## 238           1717.08871100          95       0 57.1                 0    95
## 239            217.21257860          81     709 33.2                 2    81
## 240           1199.31997600          94       0 54.2                 2    95
## 241            110.11382860          84     334 49.2                 1    89
## 242             56.93670561          89     313 29.7                 4    89
## 243              0.00000000          93       0  3.3                10    99
## 244             54.37396957           5      34 26.7                11    49
## 245              0.00000000          99   11874 44.9                43    99
## 246            299.36712520           9      59 31.6                 4    96
## 247              0.00000000          57      17 36.0                 5    99
## 248              0.00000000          83    7726 19.1               141    88
## 249            153.14003620          95       0 65.1                 1    88
## 250           1317.08348000          NA       2 58.8                 1    99
## 251              0.00000000          99      18 69.3                 0    99
## 252            158.00194600           6    1385  4.4                15    59
## 253             28.80831098          93       0 38.8                 8    88
## 254             24.99717134          83       0 68.2                 0    82
## 255             98.68367951          98       0 42.1                 2    99
## 256            659.84991180          98      47 18.7                 0    98
## 257           3001.62823700          99       0 67.9                 1    99
## 258              0.00000000          96       0  3.9                 0    96
## 259            630.05407230          77     618  6.8                 1    74
## 260              0.00000000          94       0  3.8                10    99
## 261           9528.23057400          NA      57 57.4                 0    93
## 262             35.35264737          NA    4381   NA               104    69
## 263              1.04191640          96       1 39.0                11    97
## 264              0.00000000          95      10 49.1                 1    93
## 265            919.16734380          99     353 55.0                 3    96
## 266            345.33905600          61       0 47.4                 0    66
## 267              0.00000000          53       5 54.9                 0    98
## 268          19479.91161000          NA      23 57.0                 0    96
## 269            171.13736110          66     101 42.6                 0    67
## 270              0.00000000          98     526 53.1                 5    98
## 271           2198.59086500          NA      77 55.4                 0    96
## 272            344.74121640          88     257 51.4                 8    85
## 273            188.14403480          97    7405 64.5                20    98
## 274              0.00000000          78    8079 34.5                51    78
## 275             27.44252286          95      28 57.8                 4    95
## 276              0.00000000          96      26 57.8                64    96
## 277             44.12059646          62    9081 51.9                37    69
## 278            155.58846770          36       0 44.5                 1    99
## 279            127.76320050          95    1217 49.9                25    97
## 280            188.73736640          97       1 21.9                 1    97
## 281              0.00000000          67     726 49.5                37    83
## 282              0.00000000          91    1599 19.1                21     9
## 283              0.00000000           9       0 64.7                 0    79
## 284            283.80623600          95      11 18.0                 1    93
## 285             10.60269773          94     128 14.3                 9    94
## 286             45.09010835          28       0 18.4                 2     8
## 287           1035.62143700          NA      15 59.3                 1    97
## 288            973.68133300          NA      95 55.1                 0     9
## 289              0.00000000          97     342 66.1                18    97
## 290              0.00000000          99      22 44.7                17    99
## 291             81.11355954          96       0 38.2                 0    96
## 292           1001.79633200          94       0 61.6                10    99
## 293              0.73594036          NA     789 12.6                10    82
## 294            204.24818920          94      96 29.9                 0    95
## 295             31.09435342           8    1939 21.2                63     8
## 296             22.86295206          97       0  4.8                 0    97
## 297              1.77618104          91       0 38.4                 1    91
## 298              0.00000000          NA       0   NA                46    NA
## 299            240.48512020          99       0 43.0                 0    99
## 300             31.93566186          89     386 14.9                42    89
## 301            262.81849440          93      98 49.7                 5    96
## 302            147.45497550          94       0 76.2                 0    92
## 303           1958.52587700          93       0 56.3                 0    97
## 304             27.29839073          64     165 43.3                 0    67
## 305            292.40226720          93       0 55.1                 1    94
## 306             20.76877311          99      51 21.2                 4    99
## 307              9.44487542          79    1356 48.6                 1    82
## 308           1842.46378200           8       0 57.1                 1     8
## 309           2044.16976100          83       0 58.2                 2    95
## 310            635.48493810           9       5 59.1                 0    93
## 311            527.91766180          74     526 59.7                 1    74
## 312            112.54115700          99     245 43.9                10    96
## 313            702.35935700          98      39 63.0                 1    99
## 314             11.71090655          98      17  2.1                17    98
## 315            331.45703500          98      23 59.5                 0    98
## 316              0.00000000          98       0 82.8                 0    98
## 317             32.78235828          96       7 61.9                25    97
## 318            120.24717130          98       0 17.2                 5    98
## 319            209.08650000          66       0 23.2                 0    93
## 320            121.87933100          82      45 18.4                55    84
## 321             96.20557078          96      18 46.0                 1    97
## 322              5.44713361          65    1129  2.6               460     7
## 323              0.00000000          97       0 51.0                 4    97
## 324            144.98507110           9       0 43.0                 0    91
## 325            470.18691450          66       0 55.1                13    94
## 326             10.42496000          62    6532 12.2               122    24
## 327            367.25567420          98      46 62.9                 0    98
## 328              0.00000000          57      58 15.5                15    56
## 329            106.94828980          94       4 61.1                27    96
## 330             41.50111735          NA    1233 17.9                26    45
## 331             14.55610463          81    1761 64.9                 1    75
## 332            524.77752270          NA       0 58.6                 0    97
## 333             23.37167228          97    6187 26.0                 5    98
## 334              4.11469667          11    9743 12.0               247    88
## 335              0.00000000          NA       0   NA                45    NA
## 336           5047.25405800          96      41 62.9                 2    96
## 337            231.91129150          92       0 45.1                 5    93
## 338              3.71843880          88       0 49.7                 0    94
## 339            629.20185910          95       0 49.3                 0    95
## 340             53.70597428          NA    1448 21.8                97    66
## 341             20.86118432          NA   63057 15.0               118    45
## 342             38.42790830          58    2175 21.3                58    87
## 343            387.77499100          95       0 57.1                 1    95
## 344            499.73041200          94      13 47.3                 9    94
## 345              6.99555639          NA       0 39.6                23    61
## 346           6799.66442300          NA       0 24.4                 4    95
## 347             17.17151751          64    1990 14.7               116    58
## 348              0.00000000          96       0 58.7                 0    94
## 349            127.63775050          98      44 17.9                 5    98
## 350              0.00000000          94    9582 45.5                40    95
## 351           6664.14870800           9      43 64.8                 0    93
## 352            143.86988730          94      26  2.2                47    93
## 353             97.74087744          91    1783 48.4                 1    93
## 354             25.87392536          64    1599 15.7               110    64
## 355              0.00000000          92       0  6.5                 1    92
## 356            605.62868920          95       0 47.8                 0    95
## 357             16.83170578          79       0  4.4                 0    84
## 358             28.30191127          NA      12 21.9                 7    77
## 359              0.00000000          96       1 59.1                 0    96
## 360            100.50302100          98       6 21.2                 0    98
## 361              0.00000000          NA      14 61.2                 0    95
## 362           4793.90492400          96     376 62.1                 2    96
## 363            100.36383220          95    6399 48.2                27    97
## 364              0.00000000          76      43 17.4                 2    75
## 365             33.66981355          NA       0 52.7                 0    NA
## 366            146.76064880          56     230 53.8                38    74
## 367            523.47242840          89       0 54.6                 1    99
## 368              7.13256477          64    6847 48.1                 1    66
## 369             32.16407994          97       0 47.6                 5    97
## 370             33.55888998          94       0 29.0                 0    94
## 371             17.35739784           9      51 16.0                 9     9
## 372              0.66751505          82    4321 21.9               461    82
## 373              0.00000000          99       0 27.4                 0    99
## 374              0.00000000          NA    1112 64.2                 4    95
## 375           1913.35664200          97      12 61.3                 0    96
## 376            657.52827970          73       0 49.9                13    65
## 377           5092.38381400          NA     243 52.9                 0    83
## 378             30.46451811          47    1446 14.5               286    61
## 379             79.27658464          75     234 28.1                12    73
## 380             35.80929749          NA     282 16.1               106    57
## 381           5250.24918800          NA   33812 22.9                 5    89
## 382             53.30858081           9    9696 29.4                44    89
## 383             13.39905105          48    3025 19.6                86    85
## 384            409.60002480           9       0 69.2                 0    99
## 385            282.14400660          91       0  5.0                 8    91
## 386              0.00000000          96     318 43.9                 4    95
## 387              0.00000000          76     529 25.9                39    76
## 388            200.06844430          78   12943 26.5               142     8
## 389             94.25737917          76     392 23.0                39    77
## 390              0.00000000          98      47 63.7                 1    99
## 391             36.62206845          99       0 52.6                 1    99
## 392              0.00000000           9    1622 21.3               128    88
## 393            188.67829450          98      34 64.1                 0    96
## 394            578.72542730          NA    8286 23.4                 5    97
## 395            527.30767210          NA       0 55.7                 0    NA
## 396            276.09997980          94       5 53.3                 1    95
## 397            920.82841150          98      64 55.7                52    98
## 398             24.97532919          99       0 32.2                 0    94
## 399            211.61429300          94       6 61.2                 2    93
## 400           3601.28745700          82       3 68.0                 0    96
## 401             20.84342867          75       0 28.6                46    75
## 402              0.00000000          91     194 28.2                 2    91
## 403            682.10706080          NA       3 56.9                 0    98
## 404            591.51009780          95       1  6.9                 1    95
## 405              0.00000000          99      18 71.4                 1    99
## 406             60.34145124          99       0 52.1                 1    98
## 407              5.38178256          65   15853 19.0               201    79
## 408              0.00000000          93       0 48.6                12    92
## 409            196.38083050          98     294 65.6                 9    98
## 410              0.00000000          NA     332 12.3                20    57
## 411           1731.07352800          94      23 65.9                 1    98
## 412            170.04945370          93      23 63.3                 0    93
## 413              4.14129335          98       0 45.9                 1    97
## 414              0.00000000          77       0 43.3                19    71
## 415              0.00000000          98       0 54.0                 2    99
## 416             28.78224500          NA    1398 21.7                12    75
## 417           8547.29235700          94      65 62.9                 1    92
## 418             79.50882493          74       6 19.5                40    73
## 419            268.18379720          NA       0 47.6                 0     7
## 420             56.98952474          83       1 21.1                 2    84
## 421              0.00000000          69     468 41.3                47    63
## 422            373.26286430          98      41 59.3                 4    98
## 423            665.64275460          99    3196 54.4                 4    97
## 424             37.88466056          97       0 43.4                 8    97
## 425           7423.22877400          86      52 55.2                 0    86
## 426             15.99415192          92     173 15.2                35    89
## 427            466.73831060          95     133 53.6                 3    98
## 428            132.72339220          NA       0 54.9                 0    95
## 429            518.93592210          95       0 53.8                 1    99
## 430              4.25975253          41    5023 13.9                44    78
## 431              0.00000000          64     118 23.3                98     7
## 432             15.79934152          NA      20 22.4                15    66
## 433              0.00000000          97     240 18.3               113    97
## 434              8.57402981          89     756 14.4                 1    88
## 435            173.57555950          98     362 64.7                 9    98
## 436           1150.41806300          99       5 54.8                 0    99
## 437            735.70909780          91       0  3.2                 3    85
## 438             18.41791804          NA    2095 13.2                57     9
## 439            871.87831730           8       0 81.6                 0    79
## 440              0.00000000          99    2150 51.2                78    99
## 441              0.00000000          98       0  5.4                 1    97
## 442           1356.02216400           9       3 59.8                 0    91
## 443             88.83362243          NA     462 28.6                 3    99
## 444           2792.67758200          99      62  7.2                 1    99
## 445             78.79967196          73       0 18.5                43    73
## 446            584.94498860          82       0 74.3                 0    84
## 447              9.58558439          72    1719  2.7                91    77
## 448            805.39252840          82       2 34.6                 3     8
## 449              0.00000000          49     295 14.9                16     5
## 450              0.00000000          99       2 62.2                 0    99
## 451             11.05247903          91     329 19.1                69     9
## 452              0.00000000          97     133  5.4                29    98
## 453             20.35974738          87      49 32.7                 2    87
## 454             57.10318825          61      35 46.5                 2    83
## 455            805.39563460          81      12 63.5                 1    75
## 456           5068.21448800          77      26  6.2                 1    97
## 457           1884.09881100          95       0 63.1                 0    95
## 458              1.14200381          NA      38 31.6                16    84
## 459             40.22855669          35       0  7.3                 0    37
## 460            227.29661700          93      32 54.0                 4    94
## 461             21.25430020          89       0 65.6                 0    94
## 462             14.96373588          95       8 56.3                 3    95
## 463              0.00000000          96       3  4.7                11    96
## 464            472.30470340          97     292 56.0                 3    98
## 465              2.04857487          NA    1833 17.1                22    51
## 466              0.00000000          63    4770  2.9                92    68
## 467            123.01286710          NA       0 54.6                13    85
## 468            179.71478140          99       9 31.2                 0    93
## 469            154.22696970          94       0  2.1                84    94
## 470            742.51097090          97       0 58.3                 1    93
## 471              0.00000000          NA    3524 21.2                13    67
## 472              0.00000000          NA    5729 19.4                95    66
## 473           7163.34892300          98      70 63.4                 1    99
## 474              0.00000000          93       0  5.2                 3    89
## 475             81.14304705          92   54118 16.1                77    91
## 476            462.70767560          89      11 53.3                 1    96
## 477             40.03344077          64       1 23.4                14    79
## 478              8.14037361          81      22 63.0                 1    75
## 479            181.50008560          84       0 47.7                 0    85
## 480             14.16770158          78     314 18.1                97    82
## 481            163.76769780          96       0 38.9                 0    99
## 482           1581.51191400          96       0 59.0                 0    95
## 483            177.26339610          99       0 34.8                 0    98
## 484             15.16255482          91       1 56.4                13    91
## 485           1491.70360500          92     140 61.6                 1    96
## 486             31.14187566          96     495 16.1                34    94
## 487             67.63925302          NA     899 22.3                95    72
## 488              0.00000000           7   55577 17.8               326    72
## 489              6.19357029          89     189 15.9                32    93
## 490              1.08833088          88       6  2.8                34    87
## 491            415.16277050          21    1333 59.0                 5    54
## 492            153.50452630          95       2 55.5                 0    96
## 493            519.15637810          71     244 42.2                82     7
## 494            445.44233710          92       0 46.5                15    92
## 495             62.08343533          99       0 58.7                 0    99
## 496            234.78742070          NA      24 19.1                 4    44
## 497            414.02424180          97       0  3.5                 0    95
## 498           4509.23480300          46     443 58.9                 0    94
## 499             33.91660183          99    2204 45.8                 9    99
## 500            366.48418040          98       0 52.4                 3    99
## 501              0.00000000          87     352 12.9                35    93
## 502             46.36536703          95    2924 13.5               201    96
## 503            256.12252430          75    4458 21.5               110    75
## 504              0.00000000          66    4088  5.1                37     8
## 505            427.98852220          64       0  5.8                 0    65
## 506              0.00000000           9      55 68.0                28    93
## 507              0.00000000          91       1 57.9                12    91
## 508            345.46371400          96       0 25.5                 0    98
## 509            225.22194740          91     120 26.1                58    91
## 510            277.18183320          92      42 56.8                 1    94
## 511             33.74786198          81       0 15.8                56     8
## 512            789.27646150          97       0 47.4                 0    81
## 513              0.00000000          95       3 47.6                33    98
## 514              0.00000000          98       0 45.2                 0    98
## 515              0.00000000          94     114 29.5                 2    95
## 516            178.82259110          97    2123 58.7                16    98
## 517            155.42330760          86       0 41.3                 4    86
## 518             29.41897495          NA       0 18.0                 2    98
## 519              0.00000000          95       0 43.0                 0    95
## 520           1493.05127700          NA       0 22.6                 4    39
## 521            243.80847500          96       0 61.1                 2    94
## 522           9733.22801900          55      83 65.8                 2    91
## 523              2.99595982          NA     295 17.9                22    72
## 524             11.14504291          64     322 26.8                12    63
## 525            140.69052840          99     476 41.4                22    99
## 526            149.35873550          98       0 43.8                 0    98
## 527              2.51143729          NA     845 13.6               100    88
## 528              0.00000000          94       0 62.8                 9    93
## 529              0.00000000           9      23 18.1               149    91
## 530             10.82452594          NA    3332 12.9               377    55
## 531             58.59644487          75     183 18.9               113    73
## 532             22.59447461          NA   42554 13.0               191    55
## 533             36.19948700          72      10 15.1                 3    78
## 534            917.46762800          98       0 32.3                 0    98
## 535              0.00000000          98       0 54.1                 0    97
## 536            386.13791230          94       0 58.5                 1    95
## 537            288.40162580          NA       0 43.1                18    88
## 538            585.63078610          99       1 55.6                 3    99
## 539            227.83532080          93    2813   NA                88    93
## 540             23.94507124          NA    1578 15.6               111    53
## 541             13.40477417           2      13 24.0                 4    24
## 542             72.42808940          32      65 15.6                 5    98
## 543             77.02839580          69      85 19.6                 2    69
## 544             45.71354264          93      23  5.5                 0    95
## 545            460.64878050          99       0 61.1                 0    99
## 546            205.80788330          NA     416 25.1                 4    79
## 547             19.79057439          97       0 22.7                 1    97
## 548            954.48659330          NA       5 57.0                 0     9
## 549            440.60270420          89       0 49.4                 3    89
## 550           4003.90859800          92      55 54.8                 1    94
## 551             69.35924758          24     187  2.4                22     8
## 552              0.00000000          96       0 61.7                 2    92
## 553            165.93049770          93     190  2.7                81    94
## 554              0.00000000          84       0 58.8                10    75
## 555           8433.93681400          28      62 63.0                 2    89
## 556             20.65432873          NA   23068 19.5                65    88
## 557             44.79247812          68     253 43.1                 9    71
## 558             45.96380839          73    1459  4.1                73    71
## 559             20.97991915          96      48 16.5                 8    96
## 560              0.00000000          72       0 55.3                12    86
## 561             53.30782696          83      26 23.1                 7    82
## 562              0.00000000          96       0 31.3                 0    93
## 563              0.00000000          91     167  2.7               131    94
## 564            143.29474870          NA       0 48.2                 0    92
## 565             36.60609252          62     141 14.2               164    58
## 566           4540.54375200          96      50 31.8                 0    96
## 567              3.39506978          NA    4414  1.8               298    85
## 568              0.00000000          82     137 26.2                82    83
## 569              9.08763819          75       0  2.1                 2    75
## 570            720.23339290          95       0  3.7                 3    92
## 571            149.65987900          95      14 64.5                 1    95
## 572            137.25919430          95       0 76.7                 0    91
## 573          10251.10872000          NA      84 57.4                 0    91
## 574              2.69089784          29   49871 13.6               181    57
## 575           2892.25713200          89      21  6.3                 0    84
## 576             40.92207976          NA     471 18.2                26    47
## 577             62.43710774          93       0 51.3                17    94
## 578            287.20845290           6       0 58.1                 1    96
## 579              0.00000000          NA    9559 18.6                77     4
## 580           1413.73543000           9       0 58.6                11    94
## 581              0.00000000          NA    2070 13.3                18    55
## 582             29.75517982          71     272 18.1                90    71
## 583             41.60027954          84     238 22.6                21    84
## 584           1617.47341800          NA       0 52.3                 0    93
## 585            150.74348620          NA       0 22.1                 0    91
## 586           1586.72417200          88       0 54.8                 0    98
## 587           1003.36687700          95     408 28.9                 0    95
## 588              0.00000000          93    5432 61.1                60    93
## 589            916.47417750          99       1 31.2                 0    99
## 590             49.09241952          81       0 51.5                 8    86
## 591            342.49085560           6       0 46.6                 0    67
## 592             11.15162680          99       4 49.2                 8    98
## 593            200.66009880          97       0 29.3                 0    97
## 594           7313.17541800          NA   11015 25.9                 4    98
## 595             14.47305874          94       0 59.5                 1    94
## 596              0.00000000          82       0 67.5                 0    81
## 597           7877.33656000          86       0 54.6                 0    99
## 598           2775.33544000          NA       1 56.1                 0    95
## 599            573.43469820          86       0 48.6                 3     8
## 600              0.00000000          99       0 54.8                 0    99
## 601           1009.82501100          NA       7 55.9                 0    92
## 602              0.00000000           6     619 25.4                66    79
## 603              0.00000000          95       4 62.8                 0    95
## 604            203.31574990          85       4 64.5                 0    89
## 605           7593.39162200          NA       1 56.1                 0    98
## 606             16.71406295          99       0 42.2                21    99
## 607              4.98290040          24     165 16.7                80    32
## 608             91.70356833           8     538 45.3                11    86
## 609            158.25760250          92      31 53.6                 1    93
## 610              7.40977160          97      26 16.5                30    98
## 611            360.62088250          98       0 26.2                 0    99
## 612             59.12850204          87       0 52.8                 8    87
## 613            842.27680870          NA     574 52.3                 0    95
## 614             61.39263642          87     831 28.4                71    86
## 615            409.41092920          97      23 63.0                 1    95
## 616              7.54979724          98      10  2.8                16    98
## 617              0.00000000          99       5 63.1                 0    99
## 618              3.34981697          93       0 24.3                 0    95
## 619            715.97090920          98       0 61.7                 4    98
## 620             13.76270195          NA     304 14.1                84    73
## 621           5992.58802900          86       9 52.7                 0    86
## 622             45.33788677          88     122 22.9                52    88
## 623              0.00000000          84    1809 29.0                68    83
## 624           1024.51954300          NA       5  2.9                 4    54
## 625             63.57705167          93     198 64.3                 0    92
## 626           5579.19908300          94      15  6.6                 1    99
## 627             36.86104319          69     221 22.5                86     7
## 628           1859.09562100          89       0 53.4                 1    89
## 629            134.35472530          NA       2 62.3                 0    94
## 630              0.00000000          95    1673 17.2               160    97
## 631              0.00000000           6       0 49.9                18    56
## 632             16.75480888          NA       0 35.7                 1    79
## 633             19.68510257          57      89 19.8                47    59
## 634             30.62287548          NA    4529   NA               106     6
## 635           1346.24669700          95       0 57.0                 0    99
## 636              0.00000000          98       8 61.6                 0    98
## 637              0.00000000          98      30 23.8               119    96
## 638              0.39722876          NA    3484 11.2               280    83
## 639             53.26400378          97     718 14.6               173    97
## 640            620.95189090          98    1395 18.0                 0    98
## 641            405.44759810          96      22  6.5                 2    96
## 642           6041.85898100          97      42 32.4                 0    97
## 643            420.11535380          99       3 53.1                 4    99
## 644              0.00000000          86     607 24.4                30    86
## 645           9495.54057600          NA      39 52.8                 0    95
## 646            191.49497790          87    6538 23.1                72    87
## 647          15268.06445000          NA       3 58.9                 0    93
## 648              0.00000000          69       3  2.5                38    71
## 649             52.50394196          98       0 59.9                 2    98
## 650           3519.25851500          95   10982 57.0                 3    97
## 651             33.26778134          88       0 58.1                 1    94
## 652            192.15629980          66    5494 54.5                38    71
## 653          12042.97366000          NA       0 57.8                 0    97
## 654              0.00000000          92       1  6.3                 0    92
## 655             95.67571176          96       0 59.9                 1    99
## 656            629.84256430          92       5 32.7                 3    96
## 657            110.67797110          96     195 38.5                 4    97
## 658            334.16733730          63       0 44.1                 0    67
## 659              0.00000000          95       0 64.0                 0    95
## 660              0.00000000          93   32647 24.7                 4    99
## 661           3793.16162400          98      70 63.4                 1    94
## 662             11.07543331           9       0 67.9                 0     9
## 663            346.53160070          72    1043 41.6                79     7
## 664            352.02448940          89       0 44.5                17     9
## 665           1578.87233900          92       0 46.0                 0    94
## 666           2009.57560500          99      13 68.4                 1    98
## 667           6739.67760600          83     267 62.0                 3    98
## 668            594.64531020          98      16 59.3                 3    98
## 669              0.00000000          82       0 61.8                 0    89
## 670           1307.89002000          96    4648 61.6                10    96
## 671            606.31065610          88      25 63.2                 0    88
## 672            839.91332000          88     166  6.9                 3    94
## 673             70.15536981          92       0 25.8                 0    93
## 674              0.00000000          92       8 29.2                12    98
## 675             42.48865034          96    2660 14.0               186    96
## 676            685.02990830          84       0 52.6                 0    84
## 677            670.09208830          95       0  5.1                 0    95
## 678           2443.44427500          99       0 66.7                 1    99
## 679            201.74906280          85       0 55.6                 1    87
## 680             50.28558223          NA       0 35.6                26    54
## 681             60.18591771          88     722 17.0                15    87
## 682              0.00000000          62     260 25.6                10    61
## 683              0.00000000           5    1678 16.1                15    46
## 684            880.73806170          NA       8 55.3                 0    92
## 685             54.66591750          89    1865 22.2                38    88
## 686            209.39213440          99       0 23.6                 1    98
## 687             12.17952064          88       0 18.9                12    87
## 688              0.00000000          97      80 52.9                70    97
## 689            854.01157580          99      25 49.5                 1    99
## 690            166.19137280          99       0 53.5                 1    99
## 691             10.91015598          63    1141 15.2               113    63
## 692              0.00000000          91       4 59.9                 0    93
## 693              0.00000000          94     206 63.7                 0    94
## 694              5.88952622          99       0 56.6                 0    99
## 695            443.32482540          94       0 47.2                14    94
## 696            428.74906680          98       0 57.2                 1    98
## 697            191.21350440          NA       0 48.3                 0    65
## 698             28.52135777          99      85 36.4                30    99
## 699              0.00000000          97      71 27.3                 5    96
## 700             46.83027463          NA   16997 17.1                70    86
## 701             11.69704463           7    7120 17.8                90    74
## 702           1991.43037200          99       0 46.4                 0    98
## 703            101.12011610           9       0 55.2                 0    95
## 704           1078.66244000          99      11 27.0                 0    99
## 705            160.84001410          91       0 57.0                 1    91
## 706             48.35423978          92    4779 15.9                17    95
## 707             42.98847625          96     154 66.0                 1    97
## 708              0.00000000          NA   11847 16.4               173    65
## 709           1132.43251700          85       0 57.7                 0    85
## 710              0.00000000          95       0 64.5                 0    95
## 711              3.59598033          96     129 16.6                33    95
## 712             37.76848819          97     295 66.0                 0    98
## 713             38.00075788          NA      33 19.7                46    65
## 714           4264.57920300          NA     241 52.2                 0    84
## 715             93.37278497          59    4023 38.2                14    52
## 716             30.86000992          NA    2875   NA               109    62
## 717            472.22349940          95       0 45.9                15    96
## 718             59.65900139          72    8046 23.2               456    72
## 719              0.00000000           9       4 55.6                10    88
## 720            220.39369900          81    3289 47.9                23    86
## 721           1140.61575400          NA       0 43.0                 0    86
## 722           3189.75443900          95     149 63.7                 0    99
## 723            206.07168600          99     304 52.2                 0    94
## 724             53.08451654          99       2 54.7                 3    99
## 725              0.00000000          67    2177 38.7                46    68
## 726           1700.84153400          93       0 55.8                 0    97
## 727              0.00000000          93       0 32.6                 6     9
## 728            249.91019580          69     265 19.3               133    65
## 729             37.17108782          96       0 52.0                 1    96
## 730             22.67271848          92       0  6.2                29    96
## 731             93.67706503          NA      19 56.3                 0    95
## 732            846.91130710          98      50 59.9                 1    98
## 733            216.70294810          95     408 27.9                 4    94
## 734           1902.69304800           9       0  4.2                 0    91
## 735           2267.25219200          94       0 59.2                 0    96
## 736            177.63828780          NA       3  6.8                 0    93
## 737            180.10951320          98      10 51.9                 5    99
## 738            291.01707650          95       0 55.4                 0    96
## 739           2884.02019400          97       0 54.9                 0    97
## 740           2425.40389100          97      51 59.4                 0    96
## 741              0.00000000          97       0 63.2                 0    97
## 742              0.00000000          96       0 62.8                 2    96
## 743            650.95679810          NA       8 55.2                 0    94
## 744            665.72602530          93       0 55.4                 2    93
## 745            916.27084500          96     220 54.5                52    96
## 746           4064.74386900          97      29 65.0                 0    95
## 747            289.74186490          87       0 48.2                 8    86
## 748             35.71613793          93       0 35.9                12    93
## 749              0.00000000           8       0 63.2                 0    82
## 750            864.94993000          42      14 63.6                 2    89
## 751             73.92730583          89      12 15.1                83    93
## 752             81.72747120          79     146 43.9                12    86
## 753              4.48425458          99       0 53.0                 1    98
## 754              0.00000000          98     953 54.2                66    98
## 755            152.82939730          NA       0  4.6                 4    87
## 756            285.61039120          88       0 49.7                 6    92
## 757            162.80880540          97     129 57.5                17    98
## 758           3192.63441300          99       1 38.2                 0    99
## 759             58.52947463          47     679  2.7                24    47
## 760             29.74734049          64      45  2.8                44    62
## 761           1158.06525900          99       0  4.1                 0    99
## 762              9.01349388           7       0 22.8                 0    99
## 763           1562.52082700          88       1 55.3                 0    98
## 764            978.07041000          92       0 52.8                16    92
## 765            437.08024380          93       0 28.2                 4    88
## 766              0.00000000          NA       0 25.7                21    98
## 767             31.06932595          NA       1 21.3                 7    76
## 768            701.85263640          99       0 31.8                 0    99
## 769             93.35872844          98     418 13.9                 1    98
## 770            457.72005220          NA       4 27.9                 4    86
## 771            332.10565860          75       2 46.2                 4    94
## 772            281.00239920          99       0 51.5                 1    99
## 773            321.76941750          92      22  5.6                 4    95
## 774            274.15269860          95       0 52.6                 1    96
## 775            146.43844880          99       0 43.1                 0    99
## 776              0.00000000          NA       0   NA                43    NA
## 777           2211.21577800          99       0 61.5                 0    99
## 778          12829.25408000          NA       0 57.0                 0    94
## 779             72.85023656          71    1319 15.6               130    69
## 780            183.04616950          81   13234 21.2                44    83
## 781            397.75336890          NA       0 55.5                 0    96
## 782              0.00000000          86       4 59.9                 0    97
## 783            426.78556620          94     184 34.7                 3    96
## 784              4.78380556          84       0 72.1                 0    86
## 785              0.00000000          98   11644 46.9                35    99
## 786              0.00000000          NA      35 29.0                 3    99
## 787              0.00000000          19     485 31.7                63    73
## 788              0.00000000          71      78 57.1                11    73
## 789            239.57513910          99      10 66.3                 1    99
## 790             78.71123825          84     435 22.4                62    85
## 791            510.93270120          96     267 61.7                 2    96
## 792              4.11319074          NA     883 22.3                12    91
## 793              0.00000000          88       0 66.4                 0    85
## 794            457.77458450          88       0 47.9                14    88
## 795            691.13335350          97       0 47.7                 8    98
## 796              4.10648432          NA       0 45.3                20    67
## 797            353.24380290          28       0  3.8                 3    44
## 798             15.23572740          94      46 57.0                 1    94
## 799             73.52358168          62     492 18.6                86    58
## 800             13.31109532          97       3 53.2                62    97
## 801             87.04534954          79    1601 15.9               124    78
## 802            327.16181280          93       0 49.9                 0    93
## 803             22.31624272          96       7 46.9                 2    96
## 804              3.18137363          94       6 23.6                61    94
## 805            235.35660660          95      55  5.6                 7    98
## 806             61.84921903          95   10677 39.1                 3    95
## 807              9.66001020          NA    1016 13.3                39    74
## 808            134.16789320          97       8 45.9                 2    96
## 809              0.00000000          93      55 64.4                33    93
## 810              0.00000000          92       0 27.7                13    97
## 811              0.00000000          84      47 35.0                 1    84
## 812            774.43966170          89      20 57.0                 1    91
## 813              8.41578894          NA      41 13.2                 3    57
## 814             25.31155956          83       0 42.1                 0     9
## 815             62.48419552           8      35 28.8                12     8
## 816              0.00000000          75       1 23.9                11    76
## 817              0.00000000          94    1314  6.2                62    94
## 818              0.00000000          NA       0   NA                42    NA
## 819            416.43383990          91       0 52.1                 2    91
## 820             52.37766601          23     596 21.6                23    23
## 821            385.32516400          96       0 44.2                 8    96
## 822             35.95857279          77    8523 22.1               105    67
## 823              0.00000000          NA   14649 16.0               181    64
## 824            392.95885360          NA       0 55.8                 0    97
## 825              0.00000000          63       0 51.3                37    73
## 826              0.00000000           7     315 25.0                10    69
## 827             62.86657508          99      15 45.9                 1    99
## 828              7.60109242          NA      20 56.6                 1    99
## 829            413.00630270           9       1 28.9                 4    89
## 830              3.67646576          NA     717 16.5               108    65
## 831              0.00000000          77       0 44.0                18    76
## 832             40.15128458          96       0 17.6                32    96
## 833             92.60233636          97       0  3.3                39    95
## 834              0.00000000          94      11 51.5                 1    92
## 835             29.52079940           9       0 46.4                 0    94
## 836           3582.84830800          44       0  5.6                 0    83
## 837             23.72796328          71   35558 15.4                58    74
## 838           1626.59118600          99       0 25.1                 0    99
## 839            130.37848290          96      11 38.7                 8    99
## 840            574.38951020          98       0 31.8                 3    98
## 841             19.15853732          99     668 55.5                22    99
## 842              0.00000000          NA      91 66.6                 4    96
## 843              0.00000000           8   33711 21.1               312    79
## 844             21.90075232           7       9 41.1                 0    67
## 845              0.00000000          56    1433 59.1                38    63
## 846              0.00000000          84       0 64.1                 0    81
## 847              9.04254089           8     251 25.4                85    79
## 848           1802.01759300          94       0 57.6                 0    94
## 849             21.52701616          NA    3546 13.9                74     3
## 850            154.45594360          NA       0 44.4                25    86
## 851              1.96597780          88    2738 14.1                50    85
## 852            206.26161340          68       5 46.6                 6    85
## 853            609.95116320          98    7790 25.7                13    99
## 854            275.06443400          97       0 48.6                 3    97
## 855              5.96292353          NA     441 16.1                80    38
## 856              0.00000000          99      22 64.5                 0    99
## 857            910.50627780          95       0 55.2                 0    99
## 858            239.64099380          93       1 56.8                 0    97
## 859              0.79691579          75       4 19.7               104    74
## 860             48.09891474           8      43 25.6                12     8
## 861             76.60442169           7       1 18.0                45     7
## 862           8506.10144300          NA       0 56.5                 0    99
## 863              0.00000000          73       1  3.8                12    67
## 864           1475.03039700          51    2632 61.0                 1    97
## 865            182.61625150          82       0 47.2                 8    66
## 866              9.69668916          NA   18363 12.8                41    71
## 867            248.69746300          97      61 54.8                 4    97
## 868           1038.88563200          71   12499 47.2                62    72
## 869              0.00000000          94      17 29.1                 2    95
## 870            203.32521240          NA       0 52.9                 0    95
## 871            352.06364190          94     107 52.8                23    94
## 872            645.02130200           9      22 52.6                 0     9
## 873             25.01852260          NA   15374 47.0                23    87
## 874              0.00000000          66      13 53.2                 8     6
## 875              0.00000000          91       0 63.6                 0    94
## 876             57.74562629          96       0  5.1                 3    96
## 877            176.06252010          95    7319 19.4                20    97
## 878          18379.32974000          NA      61 56.2                 0    96
## 879              4.10419008          NA     574 42.6                10    77
## 880              0.00000000          83       0 68.1                 0    81
## 881           2698.01817000          98       1  6.2                 0    98
## 882            115.27842820          97       0 32.8                 0    98
## 883           3749.94161700          92       0 55.8                 1    94
## 884             42.33045490          86    6192 13.0               215    95
## 885             52.60385429           8    1847 16.9               104    77
## 886             55.83107625          89       1 18.8                42    89
## 887             64.85616718          98       1 56.5                 3    98
## 888            689.94402230          89       0 69.4                 0     9
## 889            448.76704620          94       0 49.5                15    94
## 890           3557.45550700          33       0  5.1                 0    71
## 891           2528.99293500          98       3 64.9                 0    99
## 892             12.70325933          NA     298  3.2                 2    71
## 893              0.00000000          92     667 69.1                27    93
## 894            648.13317810           9       0  6.2                 0    94
## 895           1105.65903100          85       0 58.0                12    92
## 896             67.91361818           6      31 26.9                 7    89
## 897             16.47949015           9       0 37.8                 1    91
## 898           9689.73278400          NA      10 57.3                 1    97
## 899              1.57516020          92      82 15.5                 9    92
## 900           5219.66880200          96     372 61.0                 2    96
## 901             28.90135229           9       0 43.8                 0    93
## 902             67.77565369          65    3255 16.0               231     7
## 903            229.44100950          82      28 33.8                 2    82
## 904             80.15505125          92    1861 18.0                24    92
## 905           2331.53280400          95       0 61.2                 1    95
## 906           3979.05772800          81       0 51.2                 0    82
## 907            220.49168510          98      13 58.4                 2    96
## 908            510.60351660           8       8 58.6                 1     8
## 909            261.29148080          93       2 59.0                 0    94
## 910              8.36985153          NA      35 18.0                59    84
## 911             78.18421530          67    2787 17.6                93    67
## 912            544.45074320          95      25 57.2                24    95
## 913            482.80394450          94       0 62.9                 0    94
## 914            103.52377600          82      34 58.5                34     9
## 915              0.00000000          NA      18  6.1                 0    95
## 916              2.72657060          67     763 15.8                 3    66
## 917             29.65370899          NA    3611 22.9                12    75
## 918            376.45701850          98       0 56.0                 0    98
## 919              1.91716400          NA    2519 14.1                98    77
## 920             31.76575838          92       2 48.9                 1    91
## 921            788.68734030          99    2641 31.3                10    99
## 922            116.20296400           8    1313 16.3               119    79
## 923             29.81456607          72     242 28.2                46    73
## 924           3119.34982400          97       5 58.1                 0    97
## 925             51.25232422          94       0 45.7                 0    94
## 926             20.71191290          98      17 51.2                 0    92
## 927            235.37852810          NA       0 53.5                 0    94
## 928            503.11159470          65       2 53.9                 1    98
## 929           1111.19132500          96      68 52.0                61    99
## 930            513.34654080          98       0 38.8                 0    98
## 931              8.30915293          94      11  2.3                36    93
## 932              0.00000000          91      27 52.1                 1    92
## 933            137.32747400          87     530 21.1                80    87
## 934             47.61645230          88      26 29.3                 4    89
## 935              0.00000000          NA      13 21.5                84    41
## 936              0.00000000          91       0 56.1                 2    92
## 937             31.25834616          98       0  5.2                 0    91
## 938            678.88112000          NA       5 59.4                 0    97
## 939             16.37920405          88       0 46.5                 9     9
## 940              0.00000000          99     442 31.2                 2    99
## 941           1810.87531600          99       0 45.1                 0    99
## 942             39.55677502          76     153 16.4               108     7
## 943            421.48042820          94       0 55.7                 1    94
## 944             58.13583343          89    1116 15.5                65    94
## 945            411.56456530          94       0 48.8                16    66
## 946              0.00000000          88       0 48.0                13    87
## 947             71.27962362          65    1154 19.1                83     6
## 948             76.25080380          85       0 51.9                 2    84
## 949             10.26097341          84      24 13.6                10    98
## 950             55.12187071          42     127 24.2                12    71
## 951            102.19021680          55     418 66.4                 2    91
## 952             50.57976483          51     175 22.7                41    42
## 953          17028.52798000          95       6 59.6                 0    96
## 954              0.00000000          99     189 57.2                23    98
## 955              0.00000000          97      16 39.5                 4    95
## 956            229.66874880          99       0 47.2                 0    99
## 957              4.15451614          39    1329 15.7                90    92
## 958              0.00000000          96       0  4.7                 4    88
## 959           1731.75574700          98     124 59.6                 1    93
## 960            225.06199560          NA       0 41.1                20    78
## 961             27.68971051          NA    3761 12.4                33    59
## 962            561.76847010          87       0 49.4                 3    83
## 963              0.00000000          99       0 53.1                 0    99
## 964              0.00000000          91      33 26.2                 3    94
## 965             76.19868936          99     109 46.8                 9    99
## 966           6012.92584000           9     778 57.6                 3    95
## 967            508.63045880          96       1  6.3                 1    96
## 968            122.12064850          98      26 43.0                 2    98
## 969             13.51399170          91       0 45.4                 0     9
## 970            989.12635580          86       0 55.5                 0    86
## 971              0.00000000          NA     764 61.3                 4    92
## 972              0.00000000          NA       9 59.0                 0    98
## 973              2.81912447           9     350 27.1                 4    87
## 974             43.36649990          92       0 28.5                 4    88
## 975              0.00000000          31     878   NA                39    41
## 976            462.93069860          96      16 31.5                 0    97
## 977            152.63688990          98      35 51.4                 5    99
## 978             91.85432774          88       0 28.8                 6    86
## 979            708.95566480          98       0 31.2                 3    98
## 980              0.00000000          43      13 54.2                 9    47
## 981              0.53057280          85    1088 17.6                78    84
## 982             88.97040214          88     375 18.2                66    89
## 983              0.00000000          91     336 18.0                 6    84
## 984              0.00000000          98       0 57.8                 0    98
## 985            208.23116030          67    2299 47.9                13    64
## 986            623.91005030          92       0  5.3                 2    88
## 987            203.73228930          NA    1278 25.8                 4    78
## 988              0.00000000           8      48 26.8                81    79
## 989           1707.13063300          NA       4 58.0                 0    94
## 990            161.44738530          NA       0 51.2                 0    93
## 991            188.71087730          96       0 73.4                 0    93
## 992            721.36554320          96     221 39.5                 4    97
## 993             18.84534312          NA    2064 16.4               495    65
## 994             48.50941741          NA      80 34.8                36    99
## 995            140.98247660          92       1 45.3               109    99
## 996            122.18235170          89      56 57.4                 1    89
## 997            137.00633570          98     101 57.0                18    98
## 998              0.00000000          82    1677 55.8                 0    74
## 999           1187.94949100          95       0 37.6                 0    95
## 1000           293.01966010          79       0 46.1                 8    65
## 1001             0.00000000          85       0 62.4                 0    84
## 1002            12.05551997          63    1222 41.1                15    61
## 1003             5.59361954          NA     204 12.8                10    89
## 1004             0.00000000          49   12423 25.4               747    49
## 1005            54.56033696          91     678 22.7                35    91
## 1006           339.71904930          95       0 62.3                 0    95
## 1007           516.05543910          98      34 54.0                 3    98
## 1008            39.08258546          85     187 22.0                21    85
## 1009            76.31867911          93       6 33.2                 3    96
## 1010            11.30206680          37    1275 18.7                78    44
## 1011           153.34431470          93     516 31.4                 6     9
## 1012           759.53806950          91       0 52.9                12    91
## 1013           302.53590580          NA       0 46.1                22     9
## 1014            62.65945432          94     788 15.2               161    94
## 1015           333.21487110          94    3291 54.7                22    97
## 1016           191.65374070          77    1190  2.4               121    81
## 1017             0.00000000          89       0 65.2                 0    88
## 1018            23.43533487          96      84  6.4                 2    95
## 1019           257.96653080          97       0 42.6                 0    98
## 1020           434.79406790          57       8 72.5                 0    57
## 1021             0.00000000          NA       0   NA                49    NA
## 1022           119.21242750          87       4 54.9                 1    91
## 1023         10769.36305000          91     340 66.1                 1    92
## 1024          4409.17067000          93     101 66.5                 0    92
## 1025            43.59522964          NA       0 33.6                 1     9
## 1026             0.00000000          NA       0   NA                50    NA
## 1027           575.67480690          NA    4076 31.0                 4    83
## 1028             0.00000000          99       0 55.9                 0    99
## 1029           412.44335630          99       9 55.8                 1    99
## 1030             0.00000000          89       0 19.6                12    87
## 1031          9126.93117800          NA      87 55.8                 0    91
## 1032          6407.53595400          87    2307 58.0                 3    94
## 1033             0.00000000          78   15099 27.4               136     8
## 1034             0.00000000          NA       0 37.3                 0    99
## 1035           312.79959460          96       0 42.6                 0    95
## 1036            21.53374936          NA       0  2.7                 8    74
## 1037             0.00000000          16    1250 24.5                 4    17
## 1038           170.63258420          93       0 39.6                 1    92
## 1039             0.00000000          NA     314 58.8                 4    91
## 1040             7.17730213          NA     358 22.8                94    72
## 1041          5228.82158100          97     321 59.4                 2    97
## 1042             0.00000000          92       0 48.4                 0    99
## 1043          3632.24312100          95       2 61.8                 0    99
## 1044             2.39524067          NA    2497 17.7                55    61
## 1045            97.87193319          75       0 77.1                 0    79
## 1046            90.46018236          91    2511 16.6                74     9
## 1047            81.28883085          49    1238 44.7                 7    79
## 1048            20.60083027           9       0 42.0                 4    92
## 1049            33.58620657          96       9 61.1                 1    94
## 1050           766.44548840          95   22004 62.7                 1    94
## 1051             5.81333850          78       8 21.8                87    78
## 1052            91.70962117          97      10  6.5                 1    98
## 1053           549.27830810          89       0 53.4                 2     9
## 1054           771.18176860          14      13 61.9                 2    95
## 1055          4049.97234700          93      24 64.7                 0    93
## 1056             1.44328635          83    1006 23.8                32    83
## 1057             2.79384319          62     314 16.4                87    86
## 1058             0.00000000          89    5131 16.8               166    91
## 1059            18.09317114          92       0 47.2                 9    89
## 1060            59.25892570          94    1986 16.4               139    94
## 1061           875.14951890          96     157 63.3                 1    95
## 1062          1552.74042900          NA       7 63.4                 0    95
## 1063           243.75391290          92      30 55.0                 1    94
## 1064           885.07397660          87       0 54.1                 0    85
## 1065          2578.88831400          82       2 66.1                 0    76
## 1066            54.04348047          NA   25036 17.3                66    85
## 1067          1281.15594400          NA       1 61.1                 1    99
## 1068             1.11781127          95       1 36.8                 2    96
## 1069          1003.13980400          NA       0 57.4                 0    97
## 1070             0.00000000          96       0  5.3                 0    96
## 1071             1.58668462          79   70549 23.4               427    87
## 1072           489.68186990          87       0 58.5                 0    91
## 1073            59.18845152          65     908 52.5                37    69
## 1074           364.97522870          99       0 58.0                 0    99
## 1075           379.76590540          96       1 51.4                 4    97
## 1076           209.48758750          92       0 58.7                 2    95
## 1077           180.35378590          98     146 56.1                 6    99
## 1078            14.06141699          93      45 54.9                 1    99
## 1079             3.47991886          36      28 49.9                 0    87
## 1080          3895.85630800          NA       6 59.3                 2    88
## 1081             0.00000000          NA    8257 19.0                78     4
## 1082           119.45711540          99     117  4.7                23    99
## 1083             1.13276677          77    8927 56.8                39    85
## 1084           365.79989600          96       0 43.8                 0    96
## 1085           509.38999430          98      28 27.5                 0    98
## 1086            11.02617159          98     173 56.1                19    98
## 1087          1888.14990400          96       1 59.3                 0    96
## 1088             0.00000000          99     107  3.8                 2    99
## 1089            56.58984221           9      95 18.9                89     9
## 1090           233.84886030          NA       0 39.8                 5     9
## 1091          1555.65198600          NA       1 58.1                 0    96
## 1092             0.00000000          97       9 63.8                 2    96
## 1093            52.42529588          46       0  6.1                 5    72
## 1094             8.52348640          92    1279 18.5                22    92
## 1095          3404.13099000          97      18 31.2                 0    97
## 1096          3661.79292200          89      66  6.9                 0    86
## 1097           624.23618280          99      15  3.2                 0    99
## 1098           154.87059980          93    2488 29.7                 6    92
## 1099          8246.13043700          77       0 54.0                 0    99
## 1100           224.32120140          94       2 51.2                 1    96
## 1101           344.69063080          99       0 83.3                 0    99
## 1102            30.46703899          95       0 75.7                 0    95
## 1103             0.00000000           9      27 38.5                 4    93
## 1104            63.55170297          98     329 59.0                 2    98
## 1105          1127.74347000          NA       0 38.2                 0    96
## 1106             0.00000000          94    6582 13.4                35    97
## 1107             0.00000000          99       0 57.2                 0    99
## 1108            67.76269089          33    8650 17.5                79     4
## 1109           622.04380900          76     830 42.9                83    73
## 1110           398.60583220           9       0 48.6                 3     9
## 1111             0.00000000          97       0  6.3                 0    97
## 1112           662.26636870          91       0 41.1                 0    91
## 1113            38.73170505          96      49 17.1                33    96
## 1114           105.63372640          52     222 45.3                 7     8
## 1115           161.73016540          98      27 56.6                18    98
## 1116           961.17746760          84       0 57.5                12    92
## 1117             5.45728933          93       0 52.7                 1    86
## 1118          2538.94103300          96       3 34.2                 0    97
## 1119             7.49540135          96       0 27.7                 0    96
## 1120            10.22840118          97      30 52.4                66    97
## 1121             0.66154037          97       6 17.1                28    97
## 1122            15.29606643          67     466 13.8               120     5
## 1123            21.23698847           4    2046  2.5                61     9
## 1124            13.35783844          NA   21319 13.6               128    41
## 1125          1275.87756900          96     111 62.8                23    97
## 1126            22.69039905          NA     110 29.2                 3    44
## 1127          6577.50813600          NA       4 55.8                 1    96
## 1128            46.51559476          96    2444 55.0                21    98
## 1129             0.00000000          92      63 66.9                30    93
## 1130             0.00000000          47     594 56.2                 8    52
## 1131           250.89164840          86    2672 29.9                 4    97
## 1132             0.00000000          97      88 23.2               121    97
## 1133            11.79686108          99      42 26.1                 0    99
## 1134            45.33476384          NA    5859 18.8                40    77
## 1135             8.86677750          NA      29 17.2               152     4
## 1136             0.00000000          92      62 25.7                 4    99
## 1137             0.00000000          95       2 69.6                 0    97
## 1138           325.11147460          83       0 38.7                 0    88
## 1139             0.00000000          NA    8282 14.9               332    42
## 1140           220.52219200          92    8523   NA                89    92
## 1141             0.00000000          99     127 51.4                28    99
## 1142           142.37494260          NA       2 58.5                 0    94
## 1143            13.66910190          97       0  6.7                 1    99
## 1144            67.33378735          75   12598 18.5               117    71
## 1145            35.02948624          NA       0 17.3                 2     7
## 1146            46.58195631          76    9396 18.1               120    69
## 1147          5926.29665400          NA   22497 22.2                 5    98
## 1148          1423.80238600          94       2  6.0                 0    95
## 1149             0.00000000          NA       2 62.1                 0    97
## 1150          7878.37235500          92      36 56.1                 0    92
## 1151             0.00000000          99       0 45.7                 0    99
## 1152             0.00000000          73     400 39.6                46    67
## 1153          4816.58961300          NA       1 58.1                 0    97
## 1154           562.36018480          99       0 28.1                 0    99
## 1155            68.55839112          85     609 27.2                76    85
## 1156           832.95520580          85    6200 57.6                36     9
## 1157            67.70171064          98       3 63.2                 4    98
## 1158             8.49409518          96       1 59.3                 1    99
## 1159            75.61062911          91       0 54.7                 0    87
## 1160           173.98256290          91       0 51.4                 0    91
## 1161             0.00000000          76     130 36.4                46    76
## 1162          1154.89347300          98       0 52.8                 1    99
## 1163           542.02350000          97      48 54.5                 3    98
## 1164           483.19168440          96       0 62.6                 2    96
## 1165             8.75821454          83       0 18.2                13    66
## 1166             0.00000000          97       0 49.5                 1    96
## 1167          1079.89354600          96       0 23.1                 0    96
## 1168            10.62427410          67       0 71.4                 0    61
## 1169             0.00000000          96       0 52.5                 6    98
## 1170           471.86265250          62       0 49.1                 0    66
## 1171           333.35691240          97       0 55.7                 0    96
## 1172           295.60871430          93      13 54.1                 1    95
## 1173           448.59529890          96     144 65.0                 0    95
## 1174          2084.25553500          NA    2022 54.6                 0    96
## 1175             1.81782972          NA   61208 13.9               127    42
## 1176          4270.91488200          96     599 57.6                 3    97
## 1177            18.21661422          91       0 75.2                 0    95
## 1178            38.58376645          72      50 15.5                 3    72
## 1179            70.27113179          82    2089 15.4                35    82
## 1180            69.92899358          83      23 53.2                 0    83
## 1181            18.03753133          NA     357 13.8               323    56
## 1182            82.76865922          96      11 18.4                46    95
## 1183             0.00000000          94       7 48.5                32    95
## 1184           352.95512690          84       0 49.3                 8    88
## 1185           266.54169170          81     580 54.5                24    97
## 1186            36.29291760          NA       0 44.2                58    66
## 1187           102.63343500          76   19456  2.5               188    77
## 1188           490.41813260          97       0 45.0                 8    97
## 1189           145.42336290          99      14 55.3                 1    99
## 1190            64.73714894          42      39 58.6                 3    99
## 1191          8875.78649300          92      70 63.9                 1    92
## 1192            21.22386354          77     411 55.7                 6    99
## 1193            41.30688803          98       0 15.6                 0    97
## 1194          1088.24495200          89       0 57.9                 7     9
## 1195             0.00000000          NA   16512  9.2                43    96
## 1196            36.62174288          NA      38 18.9                22     8
## 1197           253.82858610          99       0 49.2                 2    99
## 1198            16.88735091          64    2486 13.0               122    36
## 1199             0.00000000          99    1318  4.6                 4    99
## 1200           159.87722640          97       0 58.7                43    96
## 1201           531.98081760          93       0  5.5                18    93
## 1202             0.00000000          83      65 28.0                79    81
## 1203           377.20091320          98       0  6.5                 1    98
## 1204             0.00000000          97     116 59.7                 0    96
## 1205            42.33443901          99       2 56.2                 1    99
## 1206             0.00000000          91       0 54.2                 1    91
## 1207             0.90114929          52   10511 19.2                87    85
## 1208           453.78308470          46   12746 59.6                 5    72
## 1209           748.44510540          98    3156 29.0                11    99
## 1210            26.40726590          99      73 51.4                 6    98
## 1211            25.52277112          85       0 49.2                 0    85
## 1212           320.31776640           6       0 59.0                 1    96
## 1213           250.07737820          98       0 59.1                 2    96
## 1214           423.68045900          95     131 65.4                 2    96
## 1215            44.54768305          NA      38 19.8                 4    48
## 1216           112.94937450          94       0 47.3                 1    94
## 1217             8.20063742          87       0 25.0                 6    87
## 1218          7777.55635300          86     567 58.5                 3    95
## 1219           302.10575070          97       0 46.8                 5    97
## 1220           100.96587300          83       0 39.9                 0    84
## 1221          5451.70122500          35      36 57.5                 4    98
## 1222           782.59871440          74    5857 46.4                70    75
## 1223          2051.74861500          99       0 26.2                 0    99
## 1224          1487.89656200          92       1 55.7                13    91
## 1225             0.00000000          89       0 62.8                 0    88
## 1226            10.93633880          91       0 37.1                 1    93
## 1227            67.70920683           9     128 18.5                98    79
## 1228            45.04892458          76       0 26.1                11    75
## 1229             0.00000000          99      15 65.1                 0    99
## 1230          1983.95693700          98       0 44.4                 0    99
## 1231             0.00000000          97     668 55.5                65    97
## 1232             9.80407467           8     288 24.1                39     8
## 1233            38.57187011          NA     217 25.4                 7    78
## 1234          1455.60818600          99       0 41.4                 0    98
## 1235           302.66757900          96       7 18.8                 1    96
## 1236            85.55592906          91     860 17.1                71     9
## 1237           928.41707850          NA       2 57.7                 0    94
## 1238             0.00000000          89      58 24.3                26    85
## 1239          1299.15975700          98     115 57.8                 3    96
## 1240           145.59654450          95      11 16.7                 1    95
## 1241            97.76637062          99       3 16.6                 5    99
## 1242             0.00000000          97     653 51.8                75    97
## 1243            57.82427090           4     120 17.9                79    51
## 1244             9.46937126          96       0 49.1                26    98
## 1245             0.00000000          NA    3965 17.8                74    37
## 1246           160.94493420          NA       0 64.2                 0    99
## 1247          2163.04341400          96       1 66.0                 0    99
## 1248           183.69807780          NA    5129 28.7                 3    44
## 1249          1168.32409500          84       0 56.3                 0    84
## 1250           106.03546590          NA      71 29.8                 2    64
## 1251             0.86870848          NA     126 17.9                 9    56
## 1252             0.00000000          75   72029  2.1               317    76
## 1253          2260.77764200           9       0 61.8                 2     9
## 1254           649.39098710          NA       9 54.7                 0    94
## 1255            24.70841046          89       1 59.4                 0    92
## 1256           640.35609180          94      64  6.9                 1    99
## 1257             1.39962673          57       3 19.4                48    46
## 1258           184.30736180          85       6 55.0                14    85
## 1259           334.81742460          98       0 51.7                 3    99
## 1260            18.26183281          82       0 45.8                10    97
## 1261             0.00000000          98     332 56.0                24    99
## 1262           167.26579060          92       0 45.0                 0    94
## 1263            23.10168990          NA    4174 12.5                93    62
## 1264             0.00000000          88       0 19.6                38    88
## 1265           277.35505220          NA      39 59.4                 0    94
## 1266             4.34510160          99     539 61.6                 1    95
## 1267            73.86584922          88       0 23.7                 2    87
## 1268            49.93698173          87       0 24.7                 0    98
## 1269           351.86032670          94   16118 46.3                 9    99
## 1270            18.19457876          88       0 72.8                 0    86
## 1271             0.00000000          21       0 55.2                 0    98
## 1272            60.21211141          83      33 18.0               101    78
## 1273           364.42605200          98     149 57.2                 1    97
## 1274          2883.33491100          95    9385 56.4                 3    96
## 1275            10.43022617          89       3 19.9                38    89
## 1276             0.00000000          31     890 32.2                61    64
## 1277            59.83361364          81    1516 17.3               100    76
## 1278           246.56860080           8       0 48.0                 6    85
## 1279            19.22023996          NA       0 61.7                 1    99
## 1280             0.00000000          71     740 55.2                 9     5
## 1281           154.96308630          86       0  5.7                 0     9
## 1282             0.00000000          97       0 33.3                 0    98
## 1283            97.52211538           8       0 56.8                 7    82
## 1284            51.50447119           8     188 14.3                21     8
## 1285          2052.39307600          95       0 58.8                 0    96
## 1286             0.00000000          NA       0  2.7                 0    87
## 1287             1.72659515          99      43 14.8                36    93
## 1288             0.00000000          NA       0   NA                43    NA
## 1289            40.80617976          76     177  2.9                94    73
## 1290           348.05595170          98       0 53.5                 1    98
## 1291           300.16210260          96      20 15.2                 0    98
## 1292             0.00000000          83       0 46.7                15    82
## 1293             0.00000000          78     113 18.7                13    79
## 1294          7946.74358100          14     101 62.5                 2     9
## 1295          1230.74823100          96    1159 59.2                 2    88
## 1296          3283.02486400          NA       2 58.2                 0    96
## 1297             0.00000000          94     410 11.3                36    94
## 1298             0.00000000          99      28 27.7                 2    98
## 1299          2443.32502800          96       0 58.3                 0    99
## 1300          8649.67491100          56      99 64.1                 2    88
## 1301             0.00000000          NA       0 25.2                25    93
## 1302            89.95805845          77   12739 17.2               202    75
## 1303          1259.94037600          99       0 24.1                 0    99
## 1304          7613.81499900          NA       0 58.1                 0    98
## 1305          3652.86933200          97       1 56.5                 0    97
## 1306             7.89623493          82      79 32.5                 4    85
## 1307             0.00000000          38    8536 32.7                58    61
## 1308             0.00000000          96     214 56.1                47    98
## 1309            66.04635027          88       8 52.1                 0    92
## 1310          1403.02221100           9      12 58.0                 1     9
## 1311             1.17747768          86     999 21.2                33    83
## 1312           126.61421370          71       1 41.9                14    67
## 1313           107.79883390          93     395 15.6                80    92
## 1314          8053.55763800          83      49 54.7                 0    83
## 1315             5.37960647          77      44  2.7                44    75
## 1316             0.00000000          72      57 18.6               323    78
## 1317            19.74929219          89       0 44.7                 0    94
## 1318             3.68689929          NA       1 22.9                14    67
## 1319           396.62709750          94       0  5.5                 1    94
## 1320            38.33823240          NA    1952   NA                40    64
## 1321            53.77354001          56    1176 15.3               256    65
## 1322           148.51198430          NA    5862 46.1                23    86
## 1323            26.99312143          98       6 49.9                 1    97
## 1324            17.91233680          NA    9397 11.4                62    74
## 1325             7.32051446          98       0 46.9                 2    95
## 1326            45.57108889          63       0  2.2                45    63
## 1327             0.00000000          NA      27 53.2                 0    91
## 1328             0.00000000          94     194 17.0                 8    94
## 1329            34.41887163          99      75 37.0                29    99
## 1330           273.57587690          NA       0 39.1                 5    86
## 1331             0.00000000          97       0 43.8                 0    97
## 1332            19.71741043          NA       0 17.6                 2     7
## 1333           472.19328250          89       0 47.1                 3    84
## 1334           190.54536460          83   18869 22.9               167    82
## 1335          3830.18458700          97     211 63.8                 1    94
## 1336             0.00000000          92      56 62.4                33    91
## 1337           502.38449460          97       3 28.6                 0    98
## 1338             0.00000000          99       2 62.3                 0    99
## 1339             9.87102142          NA       0 45.9                 2    99
## 1340            12.79760626          NA     150 14.4                80    86
## 1341          3410.28443100          26   10000 54.6                 4    98
## 1342            74.34482999          91      20 16.9                58    92
## 1343           104.31447320          91       0 29.2                 6    89
## 1344          5170.13070300          NA      11 55.0                 1    98
## 1345            83.16465362          96     876 55.3                49    96
## 1346            38.05462002          45   25934 12.5               231    94
## 1347             0.00000000          NA    1919 65.4                 4    95
## 1348            60.77815868          NA     159 34.8                27    52
## 1349           541.82434680          93       2 54.5                 1    97
## 1350             0.00000000          95       0  2.3                 6    88
## 1351            80.99710054          95       1 57.8                 0    91
## 1352           184.76493100          97     629 58.1                17    97
## 1353           138.16646270          18       0 43.8                 0    93
## 1354         12372.05188000          94       0 56.4                 0    99
## 1355           221.48287500          91    3188 55.3                 1    91
## 1356           501.80561410          98       0 58.2                 1    98
## 1357           509.00204050          95     112 55.0                24    95
## 1358            63.75053034          94       0 29.9                42    93
## 1359           181.76340780          NA       0  6.5                 1    99
## 1360             0.00000000          85    1574  2.2               135    88
## 1361             0.00000000          96       0 24.8                 5    95
## 1362           102.06457840          96       0 58.4                 1    99
## 1363             7.03398083          82       0 73.3                 0    84
## 1364            13.46662004          NA      50 29.0                 2    62
## 1365            60.55818291          51     199 47.0                 2    89
## 1366            90.12206791          78     786 25.2                39    74
## 1367             0.00000000          81       0 62.0                 0    79
## 1368          1299.45930600          NA       1 59.3                 1    99
## 1369             0.00000000          99      73 54.8                25    99
## 1370             0.00000000          99       0 62.7                 0    99
## 1371             8.90693117           8     373 61.9                 1    75
## 1372             8.46015576          64   24457 17.5               215     8
## 1373           318.62018520          86       0 44.2                 4    95
## 1374          1500.41263500          NA    1190 23.0                 4     3
## 1375           104.51691570          96      16 46.9                 1    98
## 1376            63.78723633          97     121 18.3                23    93
## 1377             0.00000000          NA   17298 22.4                82    49
## 1378            22.84783080          85    8419 25.6               148    86
## 1379             0.00000000          14       0 37.9                 0     9
## 1380          1214.55816700          98      12 55.2                 0    97
## 1381             3.84122858          NA       0 21.1                 0     9
## 1382            21.24915339          92     784 14.5                36    88
## 1383          7584.07857900          88     780 59.9                 3    94
## 1384           266.76961220          99       0  6.1                 0    99
## 1385         18961.34860000          94       1 58.4                 0    96
## 1386           332.93476460          98       3 59.3                 0    97
## 1387           443.47506340          NA      63  3.3                 3    44
## 1388          2813.98528500          94       7 54.1                 1    93
## 1389           250.71123730          NA       0 49.0                 0    74
## 1390            41.73629221          NA   23934 21.3                99    61
## 1391             1.18622758          NA    2366 12.6               392    55
## 1392           179.85989490          99      92 56.5                21    99
## 1393             0.00000000          NA       0 26.2                18    99
## 1394            66.37840495          96    1617 59.9                 2    96
## 1395           156.39076850          NA     321 23.5                 4     3
## 1396          2284.58215000          94       2  6.1                 0    99
## 1397             0.00000000          94     140 65.7                31    94
## 1398           508.74969120          NA      14 52.2                 0    97
## 1399           301.35977910          96    4165 21.7                16    98
## 1400           181.90837830          96     565 65.3                19    96
## 1401            11.83853190          92      17 23.2                28    89
## 1402           389.75152120          NA      15 52.8                 1    89
## 1403           163.34332780          NA       0 59.9                 1    99
## 1404             0.00000000          96       0  5.9                 1    96
## 1405             0.00000000          91       0 24.2                 2    92
## 1406           352.23236500          NA       0 29.8                 3    44
## 1407            49.83712670          84      31 21.2                42    81
## 1408           153.67837540          87     140 19.7                49     9
## 1409             0.00000000          97      53 38.0                 4    98
## 1410            70.13207838          77      36 59.1                 1    77
## 1411          3663.76450200          96     132 58.6                 1    96
## 1412           136.88366830          89       0 39.3                 0     9
## 1413           123.75333500          76      92 47.9                58    69
## 1414            19.83672308          81       0 33.5                12    79
## 1415          3862.68271000          99     344 62.4                 1    99
## 1416             0.00000000          31       0 42.9                 0    99
## 1417             8.24035587          94     166 51.5                 0    95
## 1418             4.26951138          87     143 16.6                59    88
## 1419           150.88914790          89       0 52.4                 1    89
## 1420            28.98323119          65    4248 18.4               461    65
## 1421          4572.44196300          28       0 56.4                 4    96
## 1422           335.51805680          86       1 67.1                 0    73
## 1423          1657.32835200           7       0  5.9                 1    96
## 1424           588.56837100          95      70  6.9                 1    92
## 1425           404.38794340          83       5 57.9                 1    83
## 1426             0.00000000          44      16 35.6                 5    99
## 1427             0.00000000          88      20 24.3                20    88
## 1428            11.42385961          91      55 14.7                 9    91
## 1429            50.80181435          NA       0 21.7                 0    92
## 1430            25.62349238          92       0 48.1                 1    94
## 1431            56.96108089          NA      77 13.7                91    83
## 1432             0.00000000          84      26 52.3                 9    83
## 1433           271.25455310          98       0  6.9                 0    98
## 1434             4.24926073          81       0 37.9                 0    88
## 1435          6502.13697400          NA     520 24.9                 4    95
## 1436           106.43033360          98       8 55.0                 0    98
## 1437          4238.54003500          84       0 55.1                 4    94
## 1438           117.92279980          98      82 63.1                10    98
## 1439             0.00000000          NA    8072 15.3               332     3
## 1440             0.00000000          99       0 43.8                 0    99
## 1441            30.30374691          99      57 48.6                79    99
## 1442           112.69648600          99       0 61.5                38    99
## 1443             0.00000000          92      11 26.7                 3     9
## 1444             0.00000000          93     159 63.6                 2    93
## 1445            86.82551124          69    4347 16.4               221     7
## 1446            56.05686428          98      18  4.5                 2    98
## 1447             0.00000000           8       0 44.7                17    82
## 1448            35.85204668          73      65 15.5               115    75
## 1449            32.52523612          95      21 57.0                 4    95
## 1450             0.00000000          93       3 32.4                 8    99
## 1451          1934.39815400          77     152 57.6                 2    95
## 1452          1380.22809500          98      11 55.6                 0    98
## 1453           292.61423780          NA      63 52.2                 1    95
## 1454           184.36491020          83   15754  2.7                45     8
## 1455             3.37987484          82       4 16.6                 2    82
## 1456          2957.97396300          98      27 69.5                 1    98
## 1457         10761.18209000          NA      14 56.3                 0    88
## 1458             0.00000000          99       0 65.6                 4    99
## 1459            26.87439074          NA   24908 14.1                75    26
## 1460          6616.69512500          95     107  6.5                 0    95
## 1461            12.06616710          NA       0  2.2                 4     5
## 1462           816.47950820          96    1880 59.4                11    96
## 1463             0.00000000          99       2 62.6                 0    99
## 1464             0.00000000          94       0 51.2                10    95
## 1465          2143.02108300           9      65 58.9                 0    82
## 1466             0.00000000          99       0 77.3                 0    99
## 1467           591.66914050          NA       5  6.2                 0    99
## 1468           129.22607510          99       3 51.8                 1    99
## 1469           318.58066280          94       0 61.2                 1    98
## 1470             0.00000000          77   17745 17.6               194    75
## 1471          2247.03569200          85       6 65.0                 0    94
## 1472           166.00834430          93       0 46.2                 0    93
## 1473           780.03364230          76      39 45.7                75    77
## 1474           122.57446990          NA       2 21.5                 0     9
## 1475           732.86624910          89    3000 55.3                 0    86
## 1476           181.01232840          96      31 44.9                 2    95
## 1477           315.66393220          94    5729 29.8                 4    95
## 1478           201.18554610          93       0  5.7                 1    94
## 1479           471.83076680          82       0 72.7                 0    84
## 1480             0.00000000          99      87 47.6                 1    98
## 1481           564.81670430          64      10 52.5                 0    65
## 1482            37.12894787          61   62233 15.0                60    65
## 1483             0.00000000          99   20359 52.7                 1    99
## 1484           128.63627110          78     129   NA                95    85
## 1485             0.00000000          94     431 56.2                 1    91
## 1486            16.72142854          NA    1379  2.4                20    54
## 1487           754.95971290          99       0 42.4                 0    99
## 1488            63.42140024          43    7368 44.8                32    95
## 1489           121.58691630          NA     228 27.8                 3    99
## 1490           484.71878920          96       0 48.6                13    94
## 1491             0.00000000          NA   80123 17.3               327    62
## 1492            42.52689559          76   28898 17.7               124    67
## 1493            71.68509130          98    2583 27.9                12    99
## 1494            37.82275031          99      14 52.4                 5    98
## 1495           591.77575690          92       0 54.1                 2    93
## 1496           170.98841380          91       0 57.7                 0    94
## 1497            30.59320769           7    2981 18.9               459    78
## 1498          5067.41141800          NA       3 54.4                 0    99
## 1499             0.00000000          95      63 59.5                24    95
## 1500             0.00000000          93     245 58.6                64    93
## 1501            29.13434871          91    3890 54.0                 3    93
## 1502             3.53457351          NA       0 25.9                 7    84
## 1503            62.67225971          NA    1594 15.7                80    49
## 1504             0.00000000          NA       0 41.0                 0    99
## 1505           980.25374440          98      23 57.2                47    98
## 1506             0.00000000          97     405 59.4                63    97
## 1507            12.19709744          NA    5977  2.2                20    56
## 1508           222.48233380          93       0 44.3                 6    94
## 1509           158.27708000          99       5 52.0                 1    99
## 1510           555.92608340          95      18 56.1                24    95
## 1511           438.45192140          97     334 33.4                 4    97
## 1512          2156.22984200          98       0 45.7                 0    97
## 1513           194.09256900          97       0 47.2                 1    99
## 1514             0.00000000          74      12 23.8                85    58
## 1515             0.00000000          NA     115 22.0                83    49
## 1516            50.28348923          99   52461 27.3               288    99
## 1517             0.00000000          96       0 62.6                 0    99
## 1518           306.95273490          87       1  3.5                 4    97
## 1519             0.00000000          81      39 66.1                 1    75
## 1520             1.38864773          66    1296 14.2               118    58
## 1521            21.82252494          72     492 55.8                39    74
## 1522             0.00000000          89       0 49.9                 1    87
## 1523           241.19586450          98       0  5.4                 1    98
## 1524             0.00000000          NA    1149  2.7                84     4
## 1525          3082.97353500          96      15  3.9                 0    97
## 1526           520.76390870          96    3893 24.6                14    98
## 1527            53.95027890          75     267 19.3               108    75
## 1528            50.53948400          99       0 61.9                 0    99
## 1529           113.24363460          88       0 54.2                15    88
## 1530             0.00000000          99       2  3.4                 2    99
## 1531           129.02633640          84     420 23.0                62    84
## 1532             0.00000000          74       4 24.5                10    72
## 1533             5.00378288          NA    5039 23.6                12    68
## 1534           218.57161790          86       0 46.4                 4    87
## 1535           719.36637970          81       0 56.3                12    91
## 1536            67.73374413          62    4235 15.6               243    69
## 1537            74.14842946          NA       0 54.0                 3    91
## 1538           330.10073940          91       4 66.2                 0    91
## 1539           115.06924150          NA      78 21.7                 4    57
## 1540           549.80960970          97       0 46.3                 0    98
## 1541             3.96869598          99       0 62.2                 0    99
## 1542             4.29905339          98     926 16.2                 0    98
## 1543          8285.26465500          87     917 59.0                 3    95
## 1544            14.95451321          NA       0 18.3                 4    41
## 1545             2.09372175          81       4 33.0                13    82
## 1546           195.98246260          94     641 25.5                59    94
## 1547            46.56231672          73     290 23.2                85    74
## 1548             0.00000000          97     115 66.6                 1    97
## 1549           160.88972650          91       5 58.6                 1    92
## 1550          1504.30004000          99      16  3.1                 0    92
## 1551             0.00000000          NA     133 66.0                 4    95
## 1552             0.00000000          74     153 18.0                13    76
## 1553             0.00000000          55     195 67.0                 2    91
## 1554           337.29428460          61       3 44.9                 0    67
## 1555             7.95913115          88      10 53.7                 0    89
## 1556           516.71124810          NA       0 34.4                 1    91
## 1557             0.00000000          87     153 26.3                 6    87
## 1558             0.94852637          87       0 24.3                 6    87
## 1559             0.00000000          NA    9983 22.9                82    47
## 1560           850.95447830          NA      27 55.4                 0    93
## 1561             0.00000000          92      30  6.4                 0    97
## 1562             3.84760287          NA   11304 14.7               120    77
## 1563           941.64640450          92       0 53.5                15    92
## 1564           895.87795030          88    1771 61.4                 3    94
## 1565            56.76221682          63    2861 16.2               106    63
## 1566           168.17375300          84       3 62.8                36    87
## 1567          2785.13936400          93     122  6.5                 1    96
## 1568             0.00000000          94     127 18.0                 8    94
## 1569            66.02236299          54      31 19.1                42    87
## 1570           713.52973540          97     576 62.3                 1    98
## 1571             0.00000000          NA  182485 16.9               329     6
## 1572           212.74184880          88    1536 23.7                71    88
## 1573           179.61564820          97       1 39.4                 8    66
## 1574           671.93765660          97      33 61.6                 1    98
## 1575            84.62302524          82     190 16.4                30    83
## 1576             0.00000000          99       0 55.3                 0    99
## 1577           676.54538780          NA       0 37.7                 0    97
## 1578           171.36589690          97    1455 51.7                24    99
## 1579            43.99452464          99      37 54.2                 0    96
## 1580          1705.67861900          NA     436 21.3                 4    55
## 1581             0.00000000          92      71 66.3                31    93
## 1582             0.00000000          NA    1022 61.9                 4    92
## 1583           660.27779230          56       0 74.3                 0    58
## 1584          3505.38943400          NA       0 56.4                 0    96
## 1585            41.96145465          83     120 21.4                21    83
## 1586            10.44640334          97     289 17.7               121    97
## 1587           764.54406910          NA       0  6.2                 0    91
## 1588          8329.73165500          83     448 54.2                 0    83
## 1589             0.00000000          99      11 24.5                 0    98
## 1590             2.64252715          43    2072 54.2                25    97
## 1591           359.97603970          89       0 46.4                 3    85
## 1592             7.12714470          NA     203 13.5                 3    55
## 1593           195.82525100          96     172  3.2                 6    95
## 1594            27.46880965          95       0 56.3                 1    93
## 1595             0.00000000          95       0  6.7                 0    97
## 1596             5.34771753          86    1089 21.7                40    84
## 1597         15515.75234000          94       0  6.5                 0    99
## 1598           915.31907910          94     370 57.7                 1    94
## 1599             4.42679241          44   29429 13.9               173    57
## 1600             9.77467641          98      75 19.5                18    98
## 1601           787.28081630          96       0 57.7                 1    99
## 1602           568.86928130          87       0  7.8                 0    88
## 1603           275.65149340          93     164  5.6                 6    96
## 1604             7.88379147           4     817 54.8                 8    99
## 1605            38.55783268          52    3511 14.9               270    63
## 1606             0.00000000          78       7 35.7                47    78
## 1607             0.00000000          99       4 41.2                 0    99
## 1608          1871.73656300          95       0  6.7                 1    95
## 1609           675.78084430          NA       0 55.4                 3    97
## 1610             0.00000000          NA     104 57.5                 5    91
## 1611             0.00000000          87       0 62.1                10    87
## 1612           447.54564500          64       0 51.7                 0    65
## 1613           789.07729490          99       0 32.4                10    99
## 1614           547.03866790          95     853 35.2                 3    96
## 1615             4.39588572          NA    4464 16.1               110    56
## 1616             0.00000000          99       0   NA                 0    99
## 1617             0.00000000          NA      19 53.6                 0    97
## 1618            26.37942542          NA       0 46.5                20    67
## 1619           240.13971500          91       0 23.7                 0    94
## 1620           361.09409840          62       0 48.2                 0    66
## 1621             0.00000000          79      13 35.1                49    79
## 1622             0.00000000          99       7 27.2                 3    96
## 1623           582.51437430          97      13 29.1                 0    96
## 1624            32.24655228          98      22 51.7                 1    99
## 1625          6415.35735000          51    1541 59.6                 3    98
## 1626           198.25637940          77    6368 22.6                74    78
## 1627          7971.64636100          96       0 32.9                 0    96
## 1628             4.87735014          87     577 23.7                20    85
## 1629            54.87891060          98      59 57.4                 3    98
## 1630          1701.19578700          98       2 59.2                 1    91
## 1631             0.00000000          97       0  5.2                 0    96
## 1632             0.00000000          94       9 18.7                31    94
## 1633           251.65869290          96       0 41.4                 0    96
## 1634           145.10225280          95      18 44.8                 9    95
## 1635           186.10139720          96       1  4.0                 8    98
## 1636             7.49281752          82     341 21.5                39    82
## 1637             0.00000000          NA    1212 63.1                 4    93
## 1638             4.15336291          86       0 35.3                12    87
## 1639           899.17852850          NA     741 26.4                 4    99
## 1640           973.72867500          88       0 54.9                10    78
## 1641            31.13492794          NA      52 59.5                 0    95
## 1642             0.00000000          92    1668 21.9               126     9
## 1643             0.00000000          NA    3712  2.7                14     5
## 1644             0.00000000          78       0 59.3                10    74
## 1645             0.00000000          92     687 46.5                 2    97
## 1646            94.13302875          NA      37 29.4                 2    68
## 1647           197.77346810          99       0  6.8                 0    99
## 1648             0.00000000          91       0 39.0                 0    91
## 1649             0.00000000          95     198 18.6                 7    95
## 1650            77.94543290          97       0 39.4                 0    98
## 1651             0.00000000           9     217 57.4                 0    95
## 1652             0.00000000          99       0 51.6                 0    98
## 1653             0.00000000          94     217  1.9                36    96
## 1654          1192.69661900          NA       0 22.1                 4    59
## 1655          3787.49456000          NA     206 57.8                 2    88
## 1656             8.88028118           8      62 29.4                12     8
## 1657            39.22509728          95  131441 26.5               308    99
## 1658           719.55351610          83    3138 31.8                 4    83
## 1659             0.00000000          89       3 55.4                 0    92
## 1660           180.77626950          98       0 43.2                 0    99
## 1661            80.03283750          98       0 56.6                 0    99
## 1662            35.80978512          NA     469 24.5                 4     8
## 1663           818.87710160          96       0 56.9                 1    99
## 1664             0.00000000          73       2 23.3                11    77
## 1665            43.08717334          91     217 51.8                23    92
## 1666            11.59481766          NA    1660 12.3               404    55
## 1667           195.52594170          81       0 41.3                 0    89
## 1668          4506.25596300          96     135 58.2                 2    97
## 1669             5.39736853          NA    5839 17.5                50    49
## 1670           868.37135930           8       0 46.4                 1    92
## 1671            44.52614001          64      22 14.5               155    59
## 1672            54.91159475          79       9 22.2                84    79
## 1673             0.00000000           6    2392 54.7                12    81
## 1674             8.59457023          NA       0 21.1                11    58
## 1675          6187.06201700          95       0 62.0                 2    92
## 1676          1446.52921700          95       0 59.7                 0    98
## 1677            11.85928108          NA      38 51.2                 2    98
## 1678             7.10699735           7     210  2.5                39    73
## 1679          5316.87745600          83      15 52.2                 0    83
## 1680             0.00000000          94     119 19.7                 6    87
## 1681            11.85100131          94       0 36.8                 0    94
## 1682            38.33793462          75    1010 22.1                55    76
## 1683            11.63615139          NA       6 55.8                 0    95
## 1684            59.55033546          NA       0  3.2                 4    83
## 1685           106.16468600          94      44 49.9                 1    88
## 1686            84.17527008          36       0 43.6                11    83
## 1687             0.00000000          98    1684 54.8                65    98
## 1688           171.65960260          84  124219 24.1               392    87
## 1689           157.64314450          95    2248  5.8                25    95
## 1690             8.98619805          NA       0 57.1                 1    98
## 1691            15.88149254          NA    2219 15.4               160     3
## 1692             0.00000000          78    2297  1.4                37    96
## 1693             0.00000000          NA    2152 19.8                14    32
## 1694             2.58669823          89       3 16.1                 1     9
## 1695             0.35865142          98      59 42.0                 8    98
## 1696             0.00000000          97       0 23.5                 6    97
## 1697            17.81424344          98      33 18.5                 4    98
## 1698          2283.89179600          94       8 52.5                 1    96
## 1699             0.00000000          97       0 26.0                 5    96
## 1700            21.46531320          99       0  3.1                 0    99
## 1701             0.00000000          98     320 61.8                 2    98
## 1702           294.90565840          94       0 53.7                 0    95
## 1703           431.48548740          99       0  6.2                 0    99
## 1704             2.88889790          89       0  5.1                 1    91
## 1705            73.03276195          79     605 23.3                93    79
## 1706          5160.50837800          64      61 59.8                 1    96
## 1707             0.00000000          91     187 68.6                27    93
## 1708           950.80279250          89       0 52.8                 0    97
## 1709           106.18070600          NA       9 38.1                 9    94
## 1710           675.21347250          NA     584 53.6                 0    86
## 1711           497.47194640          97       0 44.1                 1    97
## 1712             0.00000000          95   15033 16.7                35    96
## 1713           146.86080160          NA       0 58.2                 1    99
## 1714          7627.41244400          NA       2 55.0                 0    93
## 1715             0.00000000          NA       9 54.5                 0    95
## 1716            17.58722718          NA   31584 14.3               124    43
## 1717           412.43239740          99      77 53.1                 4    98
## 1718           585.87767610          97      48 58.3                 3    97
## 1719           872.59860920          94      11 62.5                 2    92
## 1720           183.65921860          98     633 53.6                23    99
## 1721             0.00000000          98       0 25.4                 5    98
## 1722            10.81391340          96       0 23.4                 0    97
## 1723           112.12290280          92    2359 16.9                27    92
## 1724             1.32146408          92      15 23.3                33    92
## 1725            27.48907048          93       6 19.5                 1    93
## 1726             0.00000000          93    3585   NA                85    93
## 1727             0.00000000          14       0 31.2                66    74
## 1728            62.21977893          NA    1519 18.7                44    73
## 1729            46.90117916          NA       3 18.6                26    47
## 1730           324.54913480          66       0 58.0                 6    74
## 1731         11792.53465000          NA       0 56.5                 0    91
## 1732         11734.85381000          91     158 65.5                 1    91
## 1733             0.00000000          94       2 28.6                 2    92
## 1734             3.03969119          NA    7277 14.4                76    31
## 1735          2356.73147900          96      33  3.2                 0    96
## 1736           262.95895780          92      69 54.1                 1    94
## 1737          4801.54612500          NA      32 53.3                 0    98
## 1738         16255.16198000          94       0  6.9                 0    99
## 1739           387.33249280          98       0 44.4                 0    98
## 1740             0.00000000          93       0 31.8                 8    99
## 1741          1395.45496500          96     807  6.9                10    96
## 1742           206.88681820          97       7  6.6                 0    97
## 1743           196.30262430          NA       0 51.8                 0    93
## 1744          2429.85474500          84       0 56.5                 1    82
## 1745             6.06422120          NA   24789 17.9                49    49
## 1746          7620.82345600          NA     164 58.2                 0    94
## 1747             0.00000000          99       0 48.6                 7    99
## 1748             6.00252768          73    3776 15.2               137     7
## 1749             8.19804758          96       0 28.5                 0    96
## 1750           230.04009700          97      71 59.7                 2    95
## 1751             7.56289292          82     100 24.4                89    81
## 1752             0.00000000          NA       0 54.4                 0    91
## 1753          1694.46707500           8       0 56.3                 1    81
## 1754           534.57956950          78     956 61.4                 1    75
## 1755            15.85781237          97       2 46.1               100    99
## 1756            90.76144414          78    7878 17.6               103    82
## 1757             0.00000000          NA       0 19.8                82    35
## 1758             9.18432717           9       2 28.3                 6    87
## 1759           379.51399450          97      15 52.2                 4    98
## 1760            35.93349121          NA    1196 16.8               155     4
## 1761          1077.71209200          98       0  2.3                 0    98
## 1762          3451.18507900          28       0 55.2                 4    98
## 1763             0.00000000          88       0 56.5                11     8
## 1764           313.36260150          98       1 58.6                 4    98
## 1765           983.25180910          98     193 56.9                 2    94
## 1766           714.34410190          97     138 32.7                 0    97
## 1767          8344.01039200          NA       1 56.5                 1    96
## 1768           345.37763440          97       0  5.2                 4    97
## 1769             2.62623490          88       3 34.1                12    76
## 1770             0.00000000          67      78 17.3                14    67
## 1771           561.91686420          94     103 57.5                 0    97
## 1772           339.97773640          98       0 26.8                 0    99
## 1773            62.21817261          NA     264 13.9                22    82
## 1774            46.11619441          NA     652 17.5                26    44
## 1775          3688.69428800          99     112 65.6                 0    98
## 1776             5.66540507          71     801 16.9                99    71
## 1777          2205.98595000           9      65 59.6                 0    82
## 1778           384.14730280          94       0 59.1                 1    94
## 1779           198.73434950          99      10 57.5                21    99
## 1780            10.61917585          NA       0 13.0                40    72
## 1781           569.95271220          96       0 47.0                 0    96
## 1782           479.92340770          97       7 28.0                 0    97
## 1783            75.91429496          74     176 21.0                39    76
## 1784             5.66384933          22       0  6.7                 5    45
## 1785          1904.12469000          95       1 56.3                 0    95
## 1786            15.25518816          83       0 42.8                 5    85
## 1787           827.59793350          NA       0  2.5                 4    52
## 1788            43.52408010          62    1317 58.5                39    67
## 1789             7.61543013          75     928 22.0                39    77
## 1790             0.00000000          NA      73 58.2                 4    91
## 1791             0.00000000          NA    1445 62.5                 4    92
## 1792            23.40731286          66       0 45.7                13    69
## 1793           216.31469410          99       0 42.0                 0    99
## 1794             8.59680496           5     827 44.2                 8    78
## 1795          8342.40576400          95     597 65.3                 0    95
## 1796            86.42744056          43       0 22.2                 0    94
## 1797           188.29028610          98     834 52.7                23    99
## 1798          5486.51208000          NA   22552 22.5                 5    81
## 1799             0.00000000          NA   44934 16.5               330    52
## 1800            31.50243237          67    1224 18.5                89    56
## 1801            47.30421873          74       0 21.6                 2    82
## 1802           336.32133260          88       0 25.3                 0    88
## 1803           835.06268270          81       9 64.0                 1    75
## 1804           292.75310100          98       0 49.4                 3    99
## 1805             0.00000000          98       0 22.8                 6    96
## 1806             0.00000000          97       0 22.2                 6    94
## 1807          7641.27064500          88     574 59.5                 3    95
## 1808           110.98030620           6   17620 38.9                14    54
## 1809            18.93011259          NA      10 18.1                53    65
## 1810          1002.83327300           9       1  5.3                 1    91
## 1811            17.48293752          92     190 19.8                65     9
## 1812             0.00000000          92      37 63.1                33    92
## 1813           437.10596630          87    4657 56.1                 4    97
## 1814            15.50666857          98     158 62.4                10    98
## 1815           119.55486940          99       0  4.5                 0    99
## 1816           192.92978290          94       0 43.5                 6    94
## 1817            53.10009046          91    4211 15.3                18    91
## 1818             7.09710870          68    3013 17.2                97    68
## 1819           218.17274730          NA      15 28.1                 3    44
## 1820          2655.57368400          86       1 66.6                 0    72
## 1821             0.00000000          98     164 52.3                72    98
## 1822           516.40370210          93       0  5.2                15    93
## 1823            26.18072382          92       0 43.5                 4    98
## 1824           167.72706420          97       6 54.5                 0    97
## 1825            51.99192270          96       1 37.4                12    97
## 1826             0.00000000          59    1123 16.0                35    93
## 1827          1117.19609700          98       3  6.8                39    97
## 1828             9.23002632          96    1569 36.3                 4    96
## 1829          2211.74417800          94      11 61.9                 0    93
## 1830           407.77926200          97     777 26.9                 0    99
## 1831             0.00000000           5    1810 13.8                17    52
## 1832             0.00000000          97     843  6.5                15    97
## 1833            87.40804230          77     637 24.6                39    73
## 1834            68.86623298          98       0 62.4                 4    98
## 1835            59.97914461           7       2 19.0                42    71
## 1836           156.28479680          75       0 39.6                 0    78
## 1837           294.65715520          NA     262 26.5                 4    82
## 1838             0.00000000          NA       7  2.2                83    26
## 1839            52.30172215          99       0  5.8                 3    99
## 1840           208.16884370          86       0 67.4                 0    85
## 1841           780.59467490          93       0 52.0                17    93
## 1842           340.02399450          66     113 44.1                 9    71
## 1843             3.12223020          95       0 55.7                 3    96
## 1844           167.32801680          58      45  5.1                 1    96
## 1845            94.43428615          NA     229 28.2                 3    99
## 1846             6.91399801          91     376 13.3                10    95
## 1847           154.87588790          79     122 35.2                 3    77
## 1848            36.48024032          NA       0 53.5                 0    NA
## 1849            12.83447357          95       7 36.2                 3    96
## 1850           312.66248190          92  109023 25.7               332    94
## 1851             0.00000000          94       7 62.1                 1    95
## 1852           207.30419360          96      10 59.8                 0    99
## 1853          8272.30675700          89      68 55.7                 0    89
## 1854             0.00000000          99       1 52.1                 0    98
## 1855            27.63810304          95   10315  2.2                19    97
## 1856           582.14695830          85       0 49.3                13    84
## 1857           750.71476410          93       0 55.4                 1    99
## 1858            32.73674134          84     766 15.1               118    83
## 1859           149.48020910          91       1 44.5               118    99
## 1860           231.54789120          97       2 58.5                 0    97
## 1861            56.88416481          89    1156 16.4                16    88
## 1862           442.37748690          88      33 61.5                 0    87
## 1863             0.00000000          99       0 48.4                 0    99
## 1864           587.88282280           8       0 52.6                 8    85
## 1865          3759.45722600          92       0 55.1                 1    94
## 1866           394.93212990          99       0 49.4                73    99
## 1867             6.84703378          99       1 16.2                61    99
## 1868             0.00000000          92      32 19.1                 6    86
## 1869          1122.97296700          86       0 57.0                 0    86
## 1870           434.79850250          98       0 58.7                 1    98
## 1871            13.77617463          97      26 18.0                50    97
## 1872           115.58011030          96       3 59.3                31    96
## 1873            35.55729000          72    7823 55.1                46    78
## 1874           393.87736330          78     139 48.2                20    83
## 1875          1807.07133600          93       0  6.9                 0    93
## 1876            39.44666715          95     129 15.4                38    95
## 1877            12.60883976          95      94 44.4                10    95
## 1878             0.00000000          88    2464 62.3                 3    94
## 1879            60.33685710           6     228   NA                99    77
## 1880            29.68529375          81       0 47.0                 4    81
## 1881           578.74171720          97     302 63.5                 2    97
## 1882           495.07829630          NA       0 54.2                 0    NA
## 1883             0.00000000          93      43 65.1                32    93
## 1884            45.61688038          NA   30930 16.8                72    85
## 1885          2568.23705900          91       0 57.5                 1     9
## 1886             0.00000000          NA     443 63.6                 4    94
## 1887             3.91274452          75    2801  2.1               459    75
## 1888           211.11433180          NA       0 43.5                 1    99
## 1889             0.00000000          93    1978 11.8                35    94
## 1890            36.69198927          79       0 14.7                 3    79
## 1891           197.78395520          NA    1339 18.7                 4    43
## 1892             0.00000000          99     262 52.5                27    99
## 1893            62.11039296          NA      21 29.4                 4    81
## 1894           532.67000050          98       8 58.2                 2    98
## 1895           286.89073030          98       0 27.5                 0    99
## 1896            53.23775977           8      60 21.8                62    81
## 1897            50.83901418          64    5736 14.8               145    62
## 1898            10.73628066          75     262  2.1                39    74
## 1899            19.89790929          NA    7408 16.9                58    52
## 1900            94.49686776          82    3312 16.7               114    82
## 1901            20.75120211          97     349 63.7                22    97
## 1902             9.14555590          98     120 56.0                 3    99
## 1903            47.44453000          NA     525   NA                40     5
## 1904             0.00000000          99       0 44.5                 0    99
## 1905            53.43964323          47     210 22.1                22    47
## 1906           808.24330200          99       0 48.5                 8    99
## 1907           401.79310450          99       0 59.5                 0    99
## 1908             3.75171544          NA    2183 15.4               114    46
## 1909          4460.39000600          97     362 61.1                 2    98
## 1910            72.03911741           5       0 35.2                 1    96
## 1911         10019.07630000          93       8 66.4                 0    92
## 1912           234.78288300          NA       8  6.3                 0    94
## 1913           269.14327840          99       1  4.2                 0    99
## 1914             0.00000000           7     998 26.7                41     7
## 1915             0.00000000           9    2362 18.6               145    91
## 1916            71.15577609          91       1 27.9                 6    88
## 1917           924.56536830          93      68 65.9                 0    93
## 1918           372.16514730          95       0 27.8                 4    88
## 1919            30.35993647          NA    9046 15.8               159    41
## 1920             0.00000000          97       9 66.1                 0    97
## 1921            12.80528533          89      32 23.8                27    85
## 1922            36.11567366          98       0  6.9                 2    98
## 1923             0.00000000          69    2676 37.9                45    69
## 1924             0.00000000          42    3173 23.3                81    47
## 1925          3779.65527300          29    5185 55.8                 4    97
## 1926             0.00000000          98       7 61.8                 0    98
## 1927             0.00000000          67      17 12.3                35    92
## 1928          5834.58204600          NA       0  5.8                 0    95
## 1929            42.12368374          44       0 72.0                 0    45
## 1930          1406.51194000          99      24 29.1                 0    99
## 1931          5596.53520300          97     297 62.3                 2    97
## 1932             0.00000000          99       0 51.1                 1    99
## 1933           347.18736000          NA     108 58.2                 2     9
## 1934            90.58501176          95       0 56.6                 0    95
## 1935            54.23731830          95       0 58.4                24    95
## 1936           279.42908120          95      10 53.3                 1    96
## 1937            91.95075901          NA     183 28.2                 2    46
## 1938          1185.41234600          88       0 51.4                 1    89
## 1939            72.80012110          65    5048  6.1                 3    99
## 1940             0.00000000          77      11 22.6                89    76
## 1941             0.00000000          88      41 61.7                33     9
## 1942          1349.02528200          NA       6 54.0                14    88
## 1943           857.13070370          74       0 55.8                 7    85
## 1944             3.43334364          65    3344 15.4               237    72
## 1945             7.91507125          93      21 17.3                56    93
## 1946            31.50582204          94    1457 55.0                 3    97
## 1947           409.98125230          96     394 32.5                 4    97
## 1948          2598.84282700          92      53 56.0                 1    94
## 1949           306.18243130          94       0 51.5                 6    97
## 1950           194.17326580          95      22 52.0                 1    88
## 1951          1873.68685200          96       2 35.2                 0    99
## 1952           310.61176830          54       0 68.9                 0    26
## 1953             5.06468897          96      19 13.9                 9    96
## 1954            25.70881695          73      12 47.2                13     8
## 1955           915.18592050          98       0 31.8                 0    98
## 1956            65.78997404          NA     881 17.6                62    85
## 1957           194.20328790          46   52852 24.1               773    46
## 1958             0.00000000          99       2 36.5                 5    99
## 1959           128.08962890           9       0 41.1                 0     9
## 1960           666.73743710          91       5 59.7                 0    95
## 1961            19.13983284          96       0 47.9                 9    92
## 1962         14714.82588000          NA     958 55.0                 0    96
## 1963           469.62829250          98       4 53.9                 4    98
## 1964           437.06210000          99      28 55.1                 1    99
## 1965           372.68541420          95       2 63.1                 0    99
## 1966             9.29098365          99     863 38.7                26    98
## 1967            34.26216876          68     212 27.9                45    71
## 1968            79.11626341          83       0 53.5                 7    84
## 1969             0.00000000          93       0 59.4                 0    95
## 1970           726.02917640          87       0 61.3                 0    91
## 1971           225.07236180          94       0 56.7                 0    95
## 1972             0.00000000          NA       0 61.0                 0    92
## 1973             0.00000000          NA    3571 18.2                75    33
## 1974             3.33643797           8   12289  2.7                63     8
## 1975           847.37174630          94       1 62.2                 9    92
## 1976           121.48120770          NA      49  3.6                 2    72
## 1977           535.27864040          97       2  6.1                 4    98
## 1978           746.36704530          95      33 62.1                 0    96
## 1979             0.00000000          94      40 39.0                 4    94
## 1980           109.70518360          96    2395 19.5                86    97
## 1981           664.47389750          98     109 62.6                 1    99
## 1982             0.00000000          99       0 63.6                 0    99
## 1983            31.93187316          27   12074 13.4                47     8
## 1984           253.81967050          99     305 53.2                 0    95
## 1985          6386.95437000          95     285 59.7                 0    95
## 1986          2503.71425800          NA       0 54.1                 0    95
## 1987          1147.11140000          97      64 61.7                 0    97
## 1988             0.00000000          97       4 59.1                 0    98
## 1989           278.06870510          75       0 67.6                 0    76
## 1990             0.00000000          74   88381  2.6               314    74
## 1991           615.40307810          98    5043 53.9                 4    97
## 1992           913.69952900          95       1 58.4                 0    93
## 1993             0.00000000          87       0 31.8                32    88
## 1994           194.43357360          91       0 41.2                 7    92
## 1995             0.00000000          97     608 56.2                64    97
## 1996             0.00000000          NA   30466 15.7               331     4
## 1997            69.13924862          81      24 62.5                 1    75
## 1998             0.00000000          94       0 61.2                 0    95
## 1999             0.00000000          99       0 47.7                 0    86
## 2000            23.43400762          99      24 45.3                 9    99
## 2001            71.11645000          84    2724 45.7                30    93
## 2002            68.70730440          84     495 24.9                87    82
## 2003            37.82511936          25    7085 16.9               132    72
## 2004           570.45324680          93       0 51.5                13    92
## 2005             0.00000000          53       0 58.2                10    76
## 2006           165.61686420          NA      43 47.6                 0    87
## 2007            36.29775249          73      20 15.9               112    73
## 2008            17.82121883          NA       5 62.4                 1    99
## 2009            46.19685449          92    1005 57.2                 6    98
## 2010            88.62945822          NA       0 54.3                 0    94
## 2011           623.21203250          98      11 57.4                 3    98
## 2012            15.35342268          62      35 16.1                10    97
## 2013            94.75639211          81     801 46.0                11    85
## 2014             0.00000000          NA      94 12.7                19    55
## 2015            38.10904264          NA       0 38.5                24     6
## 2016           638.00010970          96     148 32.1                 0    96
## 2017          4057.63738300          86    6024 55.6                 4    96
## 2018             0.00000000          98       7 58.5                 0    97
## 2019          5048.27442600          NA       0 54.8                 0    92
## 2020            59.65964970          83       3 22.1                 2    85
## 2021            64.39203443          99       0 55.1                 0    97
## 2022           418.92066080          83       0 51.1                 0    84
## 2023           772.87003530          99     201 55.1                 1    93
## 2024          2639.37695500          95      23  3.5                 0    95
## 2025            49.90987221          76     145 21.3                90    73
## 2026            34.70333523          65       0 47.4                19    95
## 2027          3829.55092800          95      91  6.3                 1    92
## 2028           225.73077510          95       0  3.1                 0    95
## 2029          6599.99523900          NA       0 25.4                 4    97
## 2030             1.76666310          NA    3849 16.9               483    68
## 2031         10631.20379000          NA       0 56.9                 0    95
## 2032             0.00000000          NA   12008 19.4                80     3
## 2033             0.00000000          92    3550 28.7                12    99
## 2034             0.00000000          81     140 68.7                 0    76
## 2035             0.00000000          47     150 22.7                21    47
## 2036           249.32629480          NA       0 42.4                19    84
## 2037            55.60878216          98    1205 39.8                 2    98
## 2038           362.38179510          93     633 53.4                 3    94
## 2039             0.00000000          76     510 37.2                45    77
## 2040          5513.32992400          14       7  6.6                 2    91
## 2041          1055.83549300          98      13 52.3                 1    99
## 2042           545.43895730          75       0 31.9                 3    78
## 2043           101.81139960          66      24 21.3                90    72
## 2044           228.78381080          97      76 56.3                 4    97
## 2045           493.32792930          93       0  4.9                 1    93
## 2046            80.58788376           9    3362 17.4                25     9
## 2047            18.99961966          56       0 44.9                14    72
## 2048            98.19145117          NA     258 17.7               148    39
## 2049             0.00000000          99      42  3.0                 2    98
## 2050            32.22493445          75     771 17.7                93     4
## 2051             0.00000000          83       0 67.0                 0    83
## 2052          1553.46894400          98       4 56.1                 0    98
## 2053           286.12114460          97       0 45.9                 5    97
## 2054           668.95628540          95       8 35.7                 3    96
## 2055           111.73921340           5       0 72.1                 0    74
## 2056           311.75531930          97       0 49.3                 4    97
## 2057           492.05522630          64       1 73.4                 0    62
## 2058            20.86878709          25      24  3.9                 2    88
## 2059           512.58879950          93       1 33.7                 3    96
## 2060            11.13608747          98       0 26.2                 0    99
## 2061            75.25799773          59     474 53.2                38    63
## 2062            78.39008571          89       1 22.6                 2    85
## 2063             1.09966598          NA      99 18.5                51    59
## 2064            42.08892911          NA      29 19.2                47    67
## 2065             0.00000000          98      34 48.7                 1    98
## 2066           493.41534100          98       1 56.7                 3    98
## 2067             6.66045178          79     232 17.0               106    67
## 2068          6478.34613500          NA     700 51.3                 0    95
## 2069          1212.66632700          67      51 58.5                 0    98
## 2070             0.68168556          NA   21002 14.4               121     8
## 2071             0.00000000          95       0 46.7                 1    92
## 2072             0.00000000          79      32 19.4                12    78
## 2073            75.36251406          NA       1 56.1                 1    99
## 2074           150.40887500          82       0 62.1                37    83
## 2075           186.60904850          96       0 46.9                93    99
## 2076            24.44473709          95     321 52.3                 5    95
## 2077           168.13489920          95     179  3.8                 6    93
## 2078         10055.34981000          NA      60 53.2                 0    94
## 2079            62.29361092          72    1370 24.7               442    72
## 2080           564.52339020          99       0 51.1                64    99
## 2081           508.66454380          98       5 62.6                 1    96
## 2082             0.00000000          98       0  5.5                 0    99
## 2083            19.16246960          99       0 43.0                19    99
## 2084          6818.54640700          NA       0 59.7                 0    89
## 2085            10.42436900          NA     131  2.7                19    51
## 2086          2263.06832600          95      33 29.6                 0    96
## 2087            49.34007756          98       0 49.4                 1    98
## 2088           196.66757680          86       9 22.8                41    78
## 2089            33.34691455          NA     649 17.5                48    38
## 2090            97.67794571          98     124 28.0                54    93
## 2091             6.69941875          NA       0 17.4                 9    52
## 2092          8254.02076300          NA       0  6.6                 0     9
## 2093          3869.02630200          NA       0 57.1                 0    96
## 2094          1398.04262300          94       3 59.2                11    97
## 2095           815.43559950          84       0 53.3                 0    85
## 2096          1855.82880600          97     141 28.5                 0    98
## 2097           618.36148580          75     213  6.2                 1    74
## 2098           115.73897400          48    7587 55.4                 7    99
## 2099            42.73082830          99    1686 22.7                 3    99
## 2100           687.57763580          NA       0 58.5                 0    96
## 2101           820.81090980          93       1 56.4                 1    97
## 2102             2.79096532           2   13344 12.9                50    76
## 2103             0.96249705          81     196 23.8                91    78
## 2104           211.87834040          81   21893 23.8               161    81
## 2105            76.52382535          39     226 18.2                78    46
## 2106           941.75629090          88     443 61.9                 3    94
## 2107            59.97185848          85       0 68.8                 0    88
## 2108            74.46033036          NA     992 34.0                28     5
## 2109           107.98261270          96       1 61.5                 1    96
## 2110          1486.23640600          92       0 44.0                 0    91
## 2111             0.00000000          65   12461 18.2               324    64
## 2112            96.54658270          66     341 21.9                88    72
## 2113           863.00614910          NA     450 26.9                 4    98
## 2114            30.93519548          85       0 45.6                 3    81
## 2115            33.95837125          62    3825 16.0               229    77
## 2116             0.00000000          98      17  6.8                 0    96
## 2117           650.98135440          NA       0 53.9                 0    96
## 2118            24.73142261          94       0  6.1                 1    94
## 2119             5.64912342          NA       0 12.6                 4    38
## 2120            52.22906505          82    1415 14.9                38    82
## 2121          2377.01029900          89       0 55.5                 1    93
## 2122             0.00000000          96       0 42.2                 0    96
## 2123             0.00000000          83      19  5.4                 9    83
## 2124           473.12381240          98       0 53.2                 3    99
## 2125           101.60924500          97    1868 37.4                 4    97
## 2126            72.80016800          84       0 51.8                 0    84
## 2127           503.58819560          89       0  7.1                 0    89
## 2128             7.14685140          88    1218 18.4                91    89
## 2129            69.96754350          68     912 19.2                 2    67
## 2130             0.00000000          84       0 38.4                 0    91
## 2131           430.87697850          99       0 56.5                 1    99
## 2132            25.25040918          NA       0 41.7                20    82
## 2133           558.72064860          58       0 72.9                 0     6
## 2134            10.66670728          95       0  3.8                36    95
## 2135          2700.07305000          93       0 59.4                 0    93
## 2136             4.67359227          63       0 45.1                 8    74
## 2137           310.82033820          88       0 67.0                 0    85
## 2138           683.91905680          74   14949  6.6                 3    99
## 2139         10261.76300000          NA      17 58.1                 0    94
## 2140            13.39092189          97      21 19.2                 4    97
## 2141            53.61278637          NA     309 14.6                 6    98
## 2142           192.32263050          98       0 45.4                 1    97
## 2143           579.13316370          95      10 61.5                 2    92
## 2144             0.00000000          99       0 61.3                 0    96
## 2145            72.01593160          66   20422 19.7               194    78
## 2146            31.80653288          99    2771 55.3                 3    97
## 2147           477.13418140          78       1 46.7                21    82
## 2148            40.49128897          93       0 65.5                 0    91
## 2149           564.54256630          99      15 46.5                 1    99
## 2150         11477.66710000          42      26 57.7                 0    98
## 2151          1047.37024400           2      51 59.9                 1    97
## 2152            83.18071241          82     504 26.6                79     8
## 2153           332.27517090          96       1 55.7                 0    97
## 2154            14.58874030          69       2 44.3                10     9
## 2155            61.76263795          74       4 26.1                12    73
## 2156            40.45156933          42      11 19.8                25    45
## 2157            13.52999556          NA    3526 19.6                 8    69
## 2158             0.00000000          99       0 54.2                 0    99
## 2159             0.00000000          99    1568 23.4                 3    99
## 2160           152.54484050          96       0 58.3                 1    96
## 2161             0.00000000          99   42361 32.9               183    99
## 2162             1.50696248          NA      73 13.5               342    54
## 2163           507.30616400          64      44 59.4                 1    96
## 2164            14.71928882          97       8 47.9                 1    97
## 2165             0.00000000          87       0 61.5                 0    85
## 2166          2159.75620500          96       1 58.7                 0    99
## 2167             0.70313218          86     460 13.1                10    92
## 2168           103.37106890          89       0 38.4                 0    89
## 2169           244.39764380          92       0 45.5                 0    98
## 2170            10.21129783          82     189 46.8                10    84
## 2171             0.44280240          99       8 43.9                18    99
## 2172          3108.28862300          97       2 58.8                 0    97
## 2173          7002.78592500          47     604 59.1                 3    98
## 2174           102.14137440          74      98 19.6                94    74
## 2175           155.20726690           4       0 22.6                 0    92
## 2176           491.05585200          87      20 62.1                 0    89
## 2177            91.71154052          96     662 45.0                 1    97
## 2178             0.00000000          95     750 14.7                36    96
## 2179          1133.55800300          91       2 61.0                10    99
## 2180           297.51123370          NA       1 45.4                24    93
## 2181             0.00000000          94     457 46.8                 1    98
## 2182            41.50845637          87       0 43.8                18    87
##      Total.expenditure Diphtheria HIV.AIDS           GDP   Population
## 1                 7.97          9      0.3   1476.478870  34385963.00
## 2                 9.47         98      0.1   5276.255910   9378126.00
## 3                 7.84         97      1.2    843.894470    159328.00
## 4                 4.16         44     13.4    253.768343    397612.00
## 5                 2.88         96      0.1    951.889453 157571292.00
## 6                 8.46         98      0.1  35245.164700   1622532.00
## 7                 9.78         97      0.4   2178.383250    855646.00
## 8                 8.10         96      0.1   5234.767360   4598294.00
## 9                 7.81         95      0.1  37582.846240     82157.00
## 10                8.30         95      0.1  21955.149000   1955141.00
## 11                1.79         95      0.1   5376.447622           NA
## 12                  NA         96      0.3  17321.833730     13692.00
## 13                6.97         74      1.7    595.636832   1367566.00
## 14                2.32         94      0.1  39439.819700           NA
## 15                  NA         88      0.7   1361.113950  27582821.00
## 16                6.45         94      1.9   2327.583240    747869.00
## 17                3.43         76      8.0    763.662230   1586754.00
## 18                5.56         96     28.4   4896.583835    182933.00
## 19                5.17         94      2.1    186.765380   2393831.00
## 20                5.30         93      0.2    522.493191  29373646.00
## 21                  NA         78      0.1   1424.483611     11247.00
## 22                4.70         75      0.2            NA           NA
## 23                2.15         97      0.1   8834.879580           NA
## 24                4.48         85      0.3    189.387852   6447688.00
## 25                6.63         94      0.1  16348.531210   2177322.00
## 26                5.29         99      0.2      8.376432      1254.00
## 27                1.78         82      0.6    296.972840  48846474.00
## 28                7.57         91      0.1  15472.781400           NA
## 29                5.89         96      0.1   3853.333480       312.00
## 30                5.13         86      0.1   3392.647430       135.00
## 31                6.69         91      0.1   7615.346800   1614764.00
## 32                3.67         49      3.9   3221.678128   1764652.00
## 33                2.25         97      0.1   4717.273000           NA
## 34                5.64         73      0.1            NA           NA
## 35                8.42         99      0.1   8396.253230   1129552.00
## 36                6.74         96      0.1            NA           NA
## 37                  NA         41      0.1            NA  18734987.00
## 38                8.53         89      2.5   5488.131712    231652.00
## 39                4.26         99      0.1   3369.482470    851967.00
## 40                6.39         98      0.1   1682.957924     58782.00
## 41                6.35         95      0.1    741.484380           NA
## 42                5.49         95      0.2            NA           NA
## 43                  NA         77      0.1            NA  24939299.00
## 44                7.44         99      0.2            NA           NA
## 45                5.64         93      0.1  16462.485560           NA
## 46                5.81         93      2.2    336.874200   2656864.00
## 47                5.60         71      5.1    349.993725   5534598.00
## 48                  NA         89      0.1   8958.788593  19815481.00
## 49                5.37         89      0.1    274.249442  42724163.00
## 50                3.95         96      0.1   4463.675893   2468873.00
## 51                1.48         84      0.1   3212.935500   8121423.00
## 52                  NA         81      1.1            NA           NA
## 53                5.10         79      0.1   3851.437869     85813.00
## 54                5.17         91      0.5   2178.921383    727641.00
## 55                5.37         75      1.4    825.942785     94682.00
## 56                7.13          9     33.8     63.636279    191897.00
## 57                3.82         95      0.1   3935.183343     34376.00
## 58                5.81         96      0.5    833.313320     52613.00
## 59                7.90         97      0.2  15543.676530  14356911.00
## 60                5.22         84      0.2            NA           NA
## 61                4.11         99      0.3   4212.549200  66881867.00
## 62               11.59         94      0.1   4117.388530    332496.00
## 63                  NA         95      0.1            NA           NA
## 64                5.11         84     48.8   1437.634951    172927.00
## 65                5.90          9      0.1    229.714718     99789.00
## 66                1.70         97      0.1   3944.999000    289521.00
## 67                9.10         97      0.1   3751.649460   5358783.00
## 68                2.73         95      0.1  35268.111700           NA
## 69                6.44         68     30.3    444.765750    129432.00
## 70                3.95         88      0.1   1391.772325   8789419.00
## 71                3.10         97      0.1  51488.495290           NA
## 72                3.62         47      5.1    486.411140    449416.00
## 73                8.82         41      0.1    198.728544   2364851.00
## 74                8.31         97      0.1            NA           NA
## 75                3.00         79      0.1    957.287441  79665315.00
## 76                8.58         93      0.1  85128.657590    479153.00
## 77                1.57         78      2.1    174.915110    912164.00
## 78                3.77         99      0.1    875.412178     18655.00
## 79                7.45         98      0.1    466.947750     88936.00
## 80                7.32         98      0.3   2716.352560    745693.00
## 81                1.37         96      0.1  34165.934300   8251626.00
## 82                3.40         97      0.8     27.564826   6295821.00
## 83                7.35         99      0.1            NA           NA
## 84                6.55         92      0.1  11326.219470    297555.00
## 85                6.50         99      0.1   2994.339988           NA
## 86                  NA         99      0.1            NA           NA
## 87                5.61         55      4.3    387.942972   9119178.00
## 88                3.76         53      3.0    322.811171   9137345.00
## 89                  NA         97      0.1            NA           NA
## 90                2.10         99      0.1   2275.353600           NA
## 91                8.40          6      3.1    168.648254    326123.00
## 92                5.87         59      2.1      3.685949  12152354.00
## 93                8.49         98      0.1            NA           NA
## 94                9.16         95      0.1  11563.727000    518573.00
## 95                6.33         88      0.3    124.992617    545211.00
## 96                5.10         98      0.3   3944.178173     75881.00
## 97                7.63         98      0.1            NA           NA
## 98                  NA         54      0.5    554.487660   1291533.00
## 99               12.23         82      0.1   1413.323400      9844.00
## 100               3.58         98      0.1  15687.347950     89949.00
## 101               5.15          9      3.0            NA           NA
## 102                 NA         42      0.7    426.985370           NA
## 103               7.98         92      0.1            NA           NA
## 104               8.18         92      0.1  19517.841680     19413.00
## 105               5.35         84      0.7    773.869871  11251266.00
## 106               6.83         98      0.1   2293.478900    993563.00
## 107               4.36         73      1.1   1166.663370   6947447.00
## 108                 NA         98      0.1  36526.771100   6662468.00
## 109               3.73         99      0.1   1214.399870       846.00
## 110               2.23         37      3.6   3577.176197    694611.00
## 111               9.38         94      0.1   3725.632210      3875.00
## 112               2.42         62      5.9            NA           NA
## 113                 NA         99      0.1  16627.364330           NA
## 114               6.74         69      1.9    362.421379  12853124.00
## 115               7.60         89      0.1    359.992184    647117.00
## 116               5.85         81      0.1    495.294791   8947243.00
## 117              16.61          9      0.1   3542.135890      1819.00
## 118               9.95         99      0.1   2193.883600    419455.00
## 119               8.55         95      0.1  14166.499800   3385624.00
## 120               4.52         26      0.1    359.822230    183526.00
## 121               6.91         67      0.1   4219.651230     19757.00
## 122                 NA         89      0.4   8818.982566     55328.00
## 123               9.26         99      0.1  21874.819500   1965211.00
## 124               9.58         89      0.1   4611.472980    372284.00
## 125               2.76         68      0.1    499.863300 144654143.00
## 126               7.34         89      0.1  47631.637700     47262.00
## 127               1.87         85      0.6    643.951373  49479752.00
## 128                 NA         89      2.8   1349.971440  47236259.00
## 129               1.19         88      0.1    276.588512      3978.00
## 130               2.18          8      0.1  29986.291500           NA
## 131               8.99         92      0.1   3174.949100        43.00
## 132               1.40         85      0.1  46586.652500   8295487.00
## 133               5.16         85     49.9   1324.996228      1893.00
## 134               5.31         94      0.1   1413.757176  29512368.00
## 135               4.82         64     24.7     29.979898   1213711.00
## 136               5.92         92      0.1   2246.257472  42152151.00
## 137              13.73         94      0.1            NA           NA
## 138               3.42         96      0.1  13739.829450           NA
## 139               1.97         78      0.5    219.782326  47624894.00
## 140               7.40         99      0.1   3215.815900     19876.00
## 141               6.28         69      2.0    439.357292   1239196.00
## 142               4.11          8      0.1   1577.457182  18294611.00
## 143              13.70         94      0.1            NA           NA
## 144               6.47         81     24.0   3288.257373     29228.00
## 145               5.55         96     12.7   5623.379566   1946351.00
## 146              11.93         98      0.1   5918.198980    969611.00
## 147               7.13         65     33.6    454.366654  12777511.00
## 148               6.76         67      1.3    354.818600  15228525.00
## 149               5.10         95      0.1  12595.416500    134681.00
## 150               3.58         98      0.6   2358.936290  64554952.00
## 151               5.66         99      0.9   1126.462120    166913.00
## 152               6.18         94      0.1   9484.681227  16319792.00
## 153               5.30         97      0.1   2774.955860  21574326.00
## 154               6.80         99      0.1   1618.492800    479993.00
## 155               5.40         97      0.1   2213.914880   9699197.00
## 156               8.30         99      0.1  37688.722340    127761.00
## 157               4.87          9      0.1   2284.378580       146.00
## 158                 NA         96      0.1            NA           NA
## 159               7.00         98      0.1   4271.681720   1114398.00
## 160               2.46         94      0.1  36161.176100           NA
## 161                 NA         93      0.1            NA           NA
## 162               6.80         96      0.1   9667.975700   2218357.00
## 163               6.27         98      0.1   2832.188893           NA
## 164               7.33         94      0.1  29657.442100      7388.00
## 165               5.36         72      0.1    248.618354  24161777.00
## 166               3.28         99      0.1    322.992615      2271.00
## 167               4.24         37     14.3    243.542932   3754986.00
## 168               9.39         97      0.1  28562.293240   4677355.00
## 169               5.17          6      0.7    278.555732   1626932.00
## 170                 NA         98      0.1            NA           NA
## 171                 NA         73      0.1  13134.436700   3969249.00
## 172                 NA         99      0.1   5814.863134    686576.00
## 173               3.75         82      0.9    631.675789  13676693.00
## 174               4.49         97      0.1   8643.494400           NA
## 175               6.70         96      0.2    157.145691   5795494.00
## 176               7.81         98      0.9   1311.741714    737343.00
## 177               2.79         79      0.1      1.681350    813526.00
## 178              13.63         44      1.2    139.314773   4564297.00
## 179               7.82          9      0.1   6871.897677   3321245.00
## 180                 NA         98      0.1   2732.861720           NA
## 181               5.11         96      0.6    234.289920     48795.00
## 182               7.61         94      0.3   2519.737387   5971535.00
## 183               5.39         62      1.9     52.348565  11281469.00
## 184               9.10         99      0.1    579.724150   5388272.00
## 185               4.50         77      0.5     47.733254  19996469.00
## 186               3.37         99      0.1   1557.778920     91359.00
## 187               5.34         99      2.2   3394.878000    267711.00
## 188               3.80         97      0.1   2977.115300           NA
## 189               5.61         79      2.9    332.344351  12654621.00
## 190               9.31         91      0.1   1647.441790   4757575.00
## 191               9.41         95      0.1            NA           NA
## 192               7.23         98      0.1   3992.867170   8413464.00
## 193               4.31         91      0.4    136.451800   1373513.00
## 194               4.34         85      1.6   4647.313590    954353.00
## 195               4.70         77      0.5    415.689323   2569121.00
## 196               5.26         99      0.1   6337.882993    135695.00
## 197               5.66         96      0.1   4274.952650  14447562.00
## 198               6.18         96      0.2            NA           NA
## 199               4.94         82      0.1            NA           NA
## 200               3.90         88      6.4    916.899251  39148416.00
## 201               4.67         76      0.1    655.974326      8486.00
## 202               9.60         98      0.1   4385.353150    929572.00
## 203               5.26         84     46.4   1637.456700    161468.00
## 204               2.54         72      5.0            NA           NA
## 205               8.90         99      0.1  13167.472890 198686688.00
## 206               4.46         79      1.6    793.452430    894476.00
## 207               4.38         89      0.1   3556.561825     26226.00
## 208               5.34         68      0.1   4718.512910    668583.00
## 209               8.80         77      3.7   6479.625659  54146734.74
## 210                 NA         95      0.1   5237.255334    795383.00
## 211               2.37         73      5.5            NA           NA
## 212                 NA         95      2.2   6532.651000    229197.00
## 213               6.11         81     15.9     13.154199  12383446.00
## 214               3.91         25      5.2     66.242140      1679.00
## 215               7.25         93      0.1   4274.376857      3776.00
## 216               2.88         45     10.7    727.777345   1444844.00
## 217                 NA         89      0.3   1194.591370   5243669.00
## 218               6.60         95      0.1   7748.123310  11555228.00
## 219               3.41         94      0.1   7145.628494           NA
## 220               1.93         96      0.1    394.467675   4935762.00
## 221               5.67         94      0.1   1532.229240    212647.00
## 222               3.85         57      2.3    436.689554   1556524.00
## 223               3.51         99      0.1    174.514750   4754641.00
## 224               4.47         49      0.1   2571.262348    179929.00
## 225               3.38         99      0.1  12189.951600     87441.00
## 226               5.52         97      0.1    716.821900   1435568.00
## 227               5.55         82      5.1     42.764743   5997385.00
## 228               5.11         99      0.3    546.776852     26167.00
## 229               6.68         97      0.1            NA           NA
## 230               9.20         92      0.1  62245.129000    223424.00
## 231               8.18         96      0.1  14157.144160    442978.00
## 232               4.73         63      2.0    459.291200    113517.00
## 233               4.65         78      0.1   3735.144836  29894652.00
## 234               5.57         91      2.1            NA           NA
## 235               1.10         83      0.1   1117.777240    115676.00
## 236              13.44         91      0.1            NA           NA
## 237               7.10         78     43.5    547.358878  12222251.00
## 238               6.93         95      0.1  14726.318280   1334515.00
## 239               8.95         81      1.9   1536.156850    881185.00
## 240               8.50         94      0.1   7937.259931   3643222.00
## 241               8.39         88      0.1   1872.684160      4136.00
## 242               8.47         89     21.6    369.239336    122843.00
## 243                 NA         93      0.1            NA           NA
## 244               1.40          5      0.9    458.465173    439737.00
## 245               4.47         99      0.1            NA           NA
## 246               4.65         96     31.9   4163.659600    184339.00
## 247               4.79         99      0.1            NA           NA
## 248               4.72         83      8.5            NA           NA
## 249               8.44         88      0.1   7853.335191   7223938.00
## 250               8.28         99      0.1  11161.724410     18765.00
## 251                 NA         99      0.1  66346.522670           NA
## 252               8.39         62      1.5    637.361621   6161517.00
## 253               6.63         94      1.7    188.783165   6524283.00
## 254               4.71         83      0.1    197.294170    177662.00
## 255               5.90         99      0.1    998.822667   2526446.00
## 256               7.37         98      0.1   4428.522898       333.00
## 257               3.87         99      0.1  37567.312100           NA
## 258                 NA         96      0.2   1624.639630    195553.00
## 259               8.42         77      0.1   5339.441291   3986852.00
## 260                 NA         94      0.1            NA           NA
## 261               8.64         93      0.1  61235.415000   4489544.00
## 262               3.18         69      0.2    477.738478  29435944.00
## 263               6.75         96      0.2     14.214412    817789.00
## 264               1.88         92      0.1            NA           NA
## 265               5.21         96      0.1   8214.185378   2882982.00
## 266               3.66         67      0.1   2697.961375     22534.00
## 267               7.95         97      0.1            NA           NA
## 268              11.66         96      0.1  85814.588570   8188649.00
## 269               3.52          7      0.1   1353.934819    193956.00
## 270                 NA         98      0.1    159.981700  17544126.00
## 271              11.70         95      0.1  74276.718420    782499.00
## 272               5.92         88      0.1   5223.351763  15177355.00
## 273               5.38         98      0.1  12542.935650  75787333.00
## 274               4.82         78      0.1            NA           NA
## 275               8.88         95      0.1    223.837870   5714111.00
## 276               5.40         96      0.1            NA           NA
## 277               5.61         74      0.1   1391.816923   2631669.00
## 278               4.56         96      2.3   3465.221998   2712511.00
## 279               5.23         97      0.1   2191.478567   3869346.00
## 280               3.70         97      0.6   2422.816000    752967.00
## 281                 NA          8      0.1            NA  23565413.00
## 282                 NA         91      0.1    743.765349  28656282.00
## 283              11.99         79      0.1            NA           NA
## 284               5.88         95      0.3   1741.142552    686958.00
## 285               3.30         94      1.4    297.828588    466648.00
## 286               3.65          8      0.1    544.566526    583211.00
## 287               1.48         97      0.1   5338.254830  16615394.00
## 288               7.27          9      0.1   5886.827890   4159914.00
## 289                 NA         97      0.1   1979.525690  78271472.00
## 290                 NA         99      0.1   2137.576852    312989.00
## 291               7.67         96      0.1    519.958715           NA
## 292               4.99         94      0.1  12976.636420  42539925.00
## 293               4.43         81      1.9     28.196949    339281.00
## 294               3.17         95      0.1   2745.271360           NA
## 295               3.12          8      3.4    373.281554   2446782.00
## 296               4.21         97      0.1   1352.837400           NA
## 297               5.73         91      1.9    145.588610    751652.00
## 298                 NA         NA      3.5            NA    751642.00
## 299               6.66         99      0.1    948.659251    481422.00
## 300               6.24         89      7.7    236.911438   8818438.00
## 301               5.32         96      0.1   2346.593700   9864326.00
## 302               1.37         94      0.1   1763.815497     16613.00
## 303               6.50         97      0.1  31386.632650    163712.00
## 304               4.20         69      0.1    158.527240    198964.00
## 305               4.50         93      0.1   3372.575170           NA
## 306               3.21         99      0.1    335.521375      2425.00
## 307               8.60         82      0.1    153.575210       419.00
## 308               8.30          8      0.1  12593.737400    393986.00
## 309               7.24         96      0.1  15323.611400    485412.00
## 310               6.90         94      0.1   6682.281158    619428.00
## 311               9.30         74      0.1   5425.669700    371464.00
## 312               4.16         97      0.1   1229.958000  14883626.00
## 313               1.57         99      0.1   4651.386470  11182817.00
## 314               7.69         98      0.5    688.876856   1165151.00
## 315               9.74         98      0.1   2577.426400   1514844.00
## 316               3.58         98      0.1            NA           NA
## 317               5.61         97      0.1   1672.569300  72326914.00
## 318               4.60         98      0.1   1448.761100      1952.00
## 319               5.00         92      0.9   1768.921320     46147.00
## 320               7.56         82     17.0    691.317816   1252156.00
## 321               6.00         97      0.1   1326.973390     36173.00
## 322               3.26         62      0.1    139.312880  16364463.00
## 323                 NA         97      0.3   2326.158560    896829.00
## 324               5.60          9      0.4   1953.976700   1334788.00
## 325               8.31         93      0.1   2579.193168   3788937.00
## 326               8.20         24      0.1    114.560000    293756.00
## 327               4.98         98      0.1  24983.379200           NA
## 328               4.14         57      0.2            NA           NA
## 329               6.80         96      0.1    936.499911  71339185.00
## 330               4.10         51     12.0    313.215980     45536.00
## 331               6.63         81      0.1    846.285153    527612.00
## 332               8.38         97      0.1   4112.676510   5266268.00
## 333               3.40         98      0.1    445.174710   2318568.00
## 334               2.62         99      0.1     46.757917  14137489.00
## 335                 NA         NA      3.8            NA   7787655.00
## 336               9.52         96      0.1  32333.466100  46362946.00
## 337               8.40         93      0.6   1751.595857   7872658.00
## 338               5.50         88      0.1     29.652622     57554.00
## 339               5.79         95      0.2   4688.538443    344181.00
## 340               4.86         66      7.8    676.397661   1684886.00
## 341               6.61         43      1.6    232.566157   1312712.00
## 342               2.22         84      0.5   1171.582570   5986514.00
## 343               3.70         95      0.1   4462.312900           NA
## 344               3.19         93      0.1   6771.414797  15484192.00
## 345               5.70          6      3.3     55.476260    949457.00
## 346               8.18         98      0.1  37217.648730    127773.00
## 347               7.43         58      0.1    272.563770   2589345.00
## 348               6.93         95      0.1            NA           NA
## 349               3.76         98      0.1   1644.816372     19668.00
## 350               5.20         96      0.1            NA           NA
## 351              11.20         93      0.1  33691.348370           NA
## 352               4.73         94      9.1   1139.112330  13456417.00
## 353               5.50         91      0.1   1191.961920      3612.00
## 354               8.33         64      0.1    373.361116   2729431.00
## 355                 NA         92      0.1   1146.362730    487852.00
## 356               5.61         95      0.5   4516.246750    329192.00
## 357               6.00         84      0.1    744.765742    446769.00
## 358               6.50         77      6.0    583.544562    148841.00
## 359                 NA         96      0.1            NA           NA
## 360               9.22         98      0.1    597.165900        36.00
## 361                 NA         95      0.1   7455.246540    518867.00
## 362               9.28         97      0.1  34814.124360  59539717.00
## 363               5.22         97      0.1   1948.812275   3179285.00
## 364                 NA         76      0.1   1161.769350    124977.00
## 365               8.23         NA      0.1    199.583957     67389.00
## 366               3.69         57      0.1   3129.224922   2839433.00
## 367               7.67         89      0.1   4669.691600           NA
## 368               8.53         78      0.1    127.367228      4245.00
## 369               8.57         97      0.4    212.584798     83516.00
## 370               4.61         94      0.3    348.482762    513979.00
## 371               3.24          9      0.9    482.149940     43984.00
## 372               3.20         82      0.1     14.142268   1756182.00
## 373                 NA         99      0.1   8395.785198     49163.00
## 374               9.34         95      0.1            NA           NA
## 375               7.80         96      0.1  14539.184210    428622.00
## 376               6.20         73      0.4   3687.763767  15923559.00
## 377               6.85         83      0.1  32539.193700   3931947.00
## 378               4.69          5      2.8    243.326822      8149.00
## 379               2.87         75      1.2   1393.261593   3717672.00
## 380               6.94         57      1.4    292.559620  14668338.00
## 381               7.85         96      0.1  32289.355400    127445.00
## 382               5.37         89     15.7    713.635620   1486317.00
## 383               3.23         88      0.1    179.371500  84678493.00
## 384               9.75         99      0.1   2618.925990    427364.00
## 385               5.58         94      0.1   4255.565710  14691275.00
## 386               6.48         96      0.1            NA           NA
## 387               6.16         75     42.1    548.587312  12366165.00
## 388               2.85         78      0.3   3491.595887 255131116.00
## 389               4.95         76      1.4    757.695974   9199259.00
## 390                 NA         99      0.1   4356.875000  11274196.00
## 391               5.87         99      0.1    437.539647   2947314.00
## 392               5.72          9      3.1            NA           NA
## 393               2.71         96      0.1   2999.654920           NA
## 394               8.00         97      0.1   3488.399200    127718.00
## 395               8.46         NA      0.1   3674.617924    614261.00
## 396               9.84         95      0.1   1845.588100   1483861.00
## 397               6.11         98      0.1   7199.596650  16995583.00
## 398               2.24         97      0.1    398.966920           NA
## 399               7.00         94      0.1   1475.692420  17153357.00
## 400               9.60         96      0.1  22821.847000    416268.00
## 401               4.96         75     20.5    325.678573  13558469.00
## 402               5.99         91      0.1            NA           NA
## 403               9.94         98      0.1   4627.592000   9298515.00
## 404               6.41         95      0.1   5932.899677   7545338.00
## 405                 NA         99      0.1  28975.418000           NA
## 406               6.31         72      0.1   3192.669378           NA
## 407               2.79         72      0.1    126.928834  22671273.00
## 408               5.76         93      0.2            NA           NA
## 409               3.86         98      0.1   2533.946200           NA
## 410               3.41         51      0.1            NA           NA
## 411               2.76         98      0.1  26921.827800           NA
## 412               2.56         93      0.1   2843.636350           NA
## 413               5.25         98      0.3     43.823210    763393.00
## 414               6.31         71      0.1            NA           NA
## 415                 NA         98      0.1    295.966488     68235.00
## 416               4.34         75      1.2    464.229758    279729.00
## 417               8.78         92      0.1  49664.685400    212492.00
## 418               4.15         74      0.4    461.723722  22961146.00
## 419               9.65         71      0.4   1888.618290     47239.00
## 420               3.82         83      0.1    778.545420    673252.00
## 421                 NA         69      0.1            NA           NA
## 422               8.35         98      0.1   2762.863540   6193191.00
## 423               5.60         97      0.1   5828.745662   2119376.00
## 424               1.88         96      0.1    436.459223      5795.00
## 425              11.17         86      0.1  46657.629000    836344.00
## 426               7.86         92      2.9    196.247263   8212264.00
## 427               5.86         98      0.1   4981.198619   3824876.00
## 428               4.92         94      0.1   7174.237415     13772.00
## 429               9.39         89      0.1   3779.577000           NA
## 430               5.72         75      0.2    317.891980   2564287.00
## 431                 NA         64      1.9   3695.793748   2785935.00
## 432               1.90          6      3.0    178.927990   3375838.00
## 433                 NA         97      0.1    121.158120   1612886.00
## 434               5.91         88      0.1     87.938767      5896.00
## 435               3.57         98      0.1   2377.747390           NA
## 436               3.80         99      0.1  12868.211000           NA
## 437               8.61         91     15.7   3934.273250   1225258.00
## 438               4.22          9      8.5    216.172747     82573.00
## 439              17.24         79      0.1   3617.752354           NA
## 440               5.75         99      0.1            NA           NA
## 441              12.80          9      0.1            NA           NA
## 442               5.91         91      0.1  13822.855900    234319.00
## 443               1.23         96      0.1   3896.211510    127276.00
## 444               2.56         99      0.1  48399.958100           NA
## 445               4.24         73      0.4    454.963464  21743949.00
## 446               4.98         82      0.1   4266.557174     15328.00
## 447               6.35         73      1.5     78.377632    157585.00
## 448               3.13         82      4.9   9774.181170   1756817.00
## 449               4.32         49      0.2            NA           NA
## 450               6.52         99      0.1            NA           NA
## 451               2.50          9      0.6    741.777116     49869.00
## 452               5.84         99      0.1            NA           NA
## 453               8.71         87      2.7    143.986898    865937.00
## 454               7.82         87      0.1    733.974142     43864.00
## 455               7.19         81      0.1   8763.826274   4337141.00
## 456               9.24         97      0.1  36967.282920   1478617.00
## 457               7.80         95      0.1  13467.468270   4238389.00
## 458               4.59         85      0.3     17.815972   6327125.00
## 459               4.68         39      0.1    287.963899     18194.00
## 460               9.65         91      0.1   1657.889256     51313.00
## 461               5.31         95      0.1    154.689230     17461.00
## 462               5.56         95      0.1    822.183290   2367487.00
## 463                 NA         96      0.2    918.677154   8548651.00
## 464               2.71         98      0.1   8171.361651           NA
## 465               4.29          5      5.3     26.639465    511177.00
## 466               4.65         61      6.7            NA           NA
## 467               9.38         83      0.1    717.694674   3747159.00
## 468               2.62         94      0.1   2612.133450           NA
## 469               5.49         94      3.0   1155.258200  43646629.00
## 470               9.89         91      0.1   5659.382400    719977.00
## 471               2.56         67      6.3            NA           NA
## 472               6.00         65      7.1            NA           NA
## 473               1.59         99      0.1  47439.396840    112957.00
## 474                 NA         93      0.2    419.367724   6639119.00
## 475               7.41         92      1.1    552.745552   1514199.00
## 476               8.24         88      0.1   3331.228766   7463157.00
## 477              11.83         75      2.4    232.617320   3662993.00
## 478               7.42         81      0.1     84.268878   4183156.00
## 479               5.27         84      0.1  15646.559100           NA
## 480               7.22         78      3.2    719.172669  38833338.00
## 481               4.48         97      0.1   9358.154162           NA
## 482               6.22         95      0.1  12297.915350   3231294.00
## 483               4.80         98      0.1  12845.173630      8833.00
## 484               6.84         91      0.1     83.586300  47342981.00
## 485               1.90         96      0.1  52157.468700    168658.00
## 486               8.82         96      1.9    231.194326    876693.00
## 487               4.97         73      7.7    824.868939  16513822.00
## 488               3.61          7      1.9            NA           NA
## 489               6.41         89      0.2     48.729900   2674113.00
## 490               4.94         88      0.6     11.336780   1223957.00
## 491               6.98          5      0.2   3569.757270     45761.00
## 492               5.20         96      0.1   1338.313220   1354775.00
## 493               8.26         69     28.9   3775.682750  46418193.90
## 494               6.79         92      0.4   2635.753474   1431628.00
## 495               4.23         99      0.1   3651.966784     85995.00
## 496               2.50         36      2.9   2711.171140     66647.00
## 497               4.76         95      0.2   3529.618430    526437.00
## 498               8.76         94      0.1  48538.587760    456155.00
## 499               3.95         82      0.1   2874.288291   1512985.00
## 500               8.43         98      0.1   1847.198490   5945747.00
## 501               5.53         93      0.2            NA           NA
## 502               2.80         94      0.1    541.651484 147139191.00
## 503               3.30         75      2.6   4598.249988    259615.00
## 504                 NA         78      0.1            NA  24251649.00
## 505               3.70         64      0.1   3158.586880    247485.00
## 506              17.20         94      0.1            NA           NA
## 507                 NA         91      0.1    644.525556  48228697.00
## 508               4.30         98      0.6   3112.285712    486438.00
## 509               4.81         91      1.3   1574.978653  25121796.00
## 510               2.65         94      0.1   3323.523180           NA
## 511               5.30         85      0.6    274.819723  18336724.00
## 512               6.10         97      0.1   8569.776998           NA
## 513               5.89         99      0.1            NA           NA
## 514               8.35         98      0.1            NA           NA
## 515               6.79         94      0.1            NA           NA
## 516               6.88         97      0.3  15154.456870  14321676.00
## 517               5.99         86      0.1   1174.779347     56795.00
## 518               3.39         89      0.1    433.269145    569479.00
## 519               8.12         95      0.1            NA           NA
## 520               3.29         41      7.7  21451.886170     99429.00
## 521               6.35         98      0.1  14341.675000   3811735.00
## 522               1.67         91      0.1  52413.721160  35155451.00
## 523               5.00         72      5.2     31.437144    539141.00
## 524               3.79         64      1.2    146.838510    356288.00
## 525               5.65         99      0.1   1564.966945    293394.00
## 526               4.86         99      0.1   1312.466920           NA
## 527               1.84         82      0.4    193.187484   4695462.00
## 528                 NA         94      0.1  13467.123600  43417765.00
## 529               4.66          9     10.0            NA           NA
## 530               4.73         35      4.6    111.363436   7497192.00
## 531               6.51         78     16.3    385.756714  21547463.00
## 532               6.77         52     11.6    257.633690   2439274.00
## 533               1.20         72      0.1    757.311444     19221.00
## 534               4.82         98      0.1   9637.265000   1258653.00
## 535                 NA         98      0.1            NA           NA
## 536               9.47         95      0.1   1569.666310     47641.00
## 537               6.77         87      0.4   1872.737830  12796925.00
## 538               6.18         99      0.1   4129.977335   1521834.00
## 539               8.42         93      0.3   1955.667990  36849918.00
## 540               6.29         43      2.5    269.348383    196769.00
## 541               3.80          2      4.4    192.597330   1129424.00
## 542               3.95         99      0.1    989.454773      1983.00
## 543               4.57         69      0.1    648.387170    626425.00
## 544               8.50         93      0.1   2968.411860    378153.00
## 545               4.26         99      0.1   4763.689560    879715.00
## 546               6.18         78     23.9   1834.294860   1933596.00
## 547               3.83         97      0.6    235.882889    764961.00
## 548              11.80          9      0.1   5841.411220   5547683.00
## 549               7.19         89      0.2   2835.281237    628961.00
## 550               2.93         92      0.1  45758.955400           NA
## 551               5.73         81      4.8    513.391914   6161796.00
## 552                 NA         98      0.1  12565.987600  37986412.00
## 553               5.57         87      3.0   1229.114798  44826849.00
## 554               5.81         84      0.1            NA           NA
## 555               1.30         92      0.1  46596.335990  33245773.00
## 556               3.00         88      3.6    263.112468  18938762.00
## 557               5.90         78      2.5    282.424200   8562622.00
## 558               8.70         73     21.3    337.225300  44896856.00
## 559               3.60         96      0.7    582.775532    447469.00
## 560               4.93         68      0.1            NA           NA
## 561               6.70         83      5.9    543.957418    155588.00
## 562                 NA         93      0.2   2954.119467    532913.00
## 563               5.30         91      4.6            NA           NA
## 564               7.16         91      0.1   1524.412220   3771284.00
## 565               8.90         62      8.9    288.236949  27568436.00
## 566               3.96         96      0.1  46569.679510           NA
## 567               2.47         85      0.1     42.598115   1341716.00
## 568               6.14         82      2.9            NA           NA
## 569               4.93         75      0.1     72.759313     64162.00
## 570               8.76         95     12.2   3851.515470   1248158.00
## 571               7.93         95      0.1   7674.865590   7265115.00
## 572               1.15         95      0.1   1724.361737     18535.00
## 573               1.87         91      0.1  61753.667000    557572.00
## 574               7.78         57     10.0     24.242323   2571848.00
## 575               7.89          9      0.1  16874.312320           NA
## 576               4.29         54     11.2    327.114946    412791.00
## 577               6.11         93      0.1    379.787760  43835722.00
## 578               8.12         95      0.1   2327.459100    125125.00
## 579                 NA          4      0.9            NA           NA
## 580               6.66         93      0.1   8953.359275   4382389.00
## 581               4.40         53      0.1            NA           NA
## 582               6.11         71      0.7    391.515524  17731634.00
## 583               5.11         84      1.7    563.689425   6859482.00
## 584               8.62         93      0.1  11814.999400    199453.00
## 585               5.19          9      0.8   1268.884564    443716.00
## 586               6.42         98      0.1  23932.491280      1141.00
## 587               2.37         96      0.1  21577.782300           NA
## 588                 NA         93      0.1            NA           NA
## 589               3.30         99      0.1  12154.829940      8533.00
## 590               4.20         82      1.4    511.379370    963652.00
## 591               3.67         67      0.1   2393.367265    219953.00
## 592               4.42         99      0.1     97.649972  16321581.00
## 593               9.76         97      0.2   1619.532678     18745.00
## 594               8.60         98      0.1  39339.297570     12863.00
## 595               8.23         94      0.1     79.697460   3339741.00
## 596              12.77         81      0.1            NA           NA
## 597               7.40         99      0.1  48179.428500    441525.00
## 598               7.43         98      0.1  24913.244520     51888.00
## 599               1.49         86      0.2   4479.958580    646574.00
## 600               8.20         99      0.1            NA           NA
## 601               9.44         92      0.1   5757.269160    459191.00
## 602                 NA          6      0.1   2878.338370  11716359.00
## 603                 NA         95      0.1   6664.144000   4676835.00
## 604               8.46         89      0.1   1519.549700     41268.00
## 605               8.92         98      0.1  53324.379370    914892.00
## 606               6.49         99      0.1    174.468298    297745.00
## 607               3.31         24      4.4     84.455939   1152786.00
## 608               4.94         84      0.1   1263.134550    178791.00
## 609               8.57         92      0.1   4142.869175      3825.00
## 610               8.49         97      5.0     44.853339    944742.00
## 611               3.96         99      0.4   3638.959460    491723.00
## 612               7.29         87      0.1    674.982900  15661547.00
## 613               1.93         93      0.1   4796.564970     73391.00
## 614               4.10         87      3.7   1441.141700   2223994.00
## 615               7.36         95      0.1   3661.994000     76236.00
## 616               7.53         98      0.4     76.569952  11345357.00
## 617               7.85         99      0.1            NA           NA
## 618               4.86         95      0.8    248.134590    474567.00
## 619               8.42         98      0.1   3679.192750    718239.00
## 620               6.70         75     25.5    153.259487  11376172.00
## 621               1.53         86      0.1  38242.425200   8227829.00
## 622               2.28         88      0.3   1262.893782  51924182.00
## 623                 NA         84      3.5   1244.429421  22834522.00
## 624               2.25         41      5.9  15761.839130    829327.00
## 625              11.21         92      0.1    282.941930           NA
## 626               9.17         98      0.1  38852.361300   1547958.00
## 627               6.58         69      1.6    777.659139  16477818.00
## 628               9.10          9      0.1   6911.136136    442958.00
## 629               6.83         94      0.1   1139.565100      3987.00
## 630               4.60         95     11.5            NA           NA
## 631                 NA          6      0.5    814.546395    171161.00
## 632               5.85         88      1.1    946.599372     75331.00
## 633               3.21          6      2.3    437.446724   1323142.00
## 634               2.95          6      0.2    412.151756  28679565.00
## 635               7.95         99      0.1   8289.696410    465158.00
## 636                 NA         98      0.1   1922.681000    135876.00
## 637                 NA         98      1.4            NA           NA
## 638               2.59         83      0.1      4.613575   1366667.00
## 639               2.91         97      0.1    681.125368   1545478.00
## 640               9.52         98      0.1   3488.493769       321.00
## 641               8.12         96      0.1   2651.717450  43653155.00
## 642               4.22         97      0.1  54431.161990           NA
## 643               5.64         99      0.1   3371.712310   1196136.00
## 644                 NA         86      0.5    587.538233    723725.00
## 645               1.96         93      0.1  53255.976310   7389625.00
## 646               4.29         87      0.1   2352.518156   9527794.00
## 647               9.26         93      0.1  87646.753460   4889252.00
## 648                 NA         69      0.3     41.857595   2423488.00
## 649               3.50         98      0.1   1212.562170           NA
## 650               8.17         96      0.1  27387.225800   5731323.00
## 651               7.41         93      0.1    287.534843   7837161.00
## 652               3.93         69      0.1   4521.324700  29111417.00
## 653               8.75         97      0.1  68348.318170    311566.00
## 654                 NA         91      0.1            NA           NA
## 655               9.48         99      0.1    676.153440           NA
## 656               5.62         96     20.6   5351.253732   1855852.00
## 657               4.20         97      0.1   1882.278420   2976724.00
## 658               4.12         69      0.1   1787.947230     24143.00
## 659                 NA         95      0.1  15524.842470   3431552.00
## 660               4.23         97      0.1            NA           NA
## 661               7.39         94      0.1  33657.157270     77658.00
## 662               8.12          9      0.1    796.793763      8446.00
## 663               8.90          7     26.6   2518.398261  45855482.88
## 664               7.70         89      0.4   2256.567240    133978.00
## 665               5.93         92      0.3  19325.242830   1354493.00
## 666               2.76         98      0.1  38497.616960           NA
## 667              11.54         98      0.1  42955.242870  66331957.00
## 668               7.26         98      0.1   4199.472530   1114558.00
## 669                 NA         89      0.1   6461.192554    622159.00
## 670               3.49         96      0.1  16472.166500           NA
## 671               8.35         88      0.1   3259.734710           NA
## 672               1.99         95      0.1   4465.248910   8425823.00
## 673               3.87         92      0.1   3792.182152   1196287.00
## 674                 NA         92      0.1            NA           NA
## 675               2.85         96      0.1    615.777541  14885814.00
## 676               5.92         84      0.8   5761.395360      5975.00
## 677               5.79         95      0.2   4852.223666    351694.00
## 678               2.25         99      0.1  42717.557250           NA
## 679               7.25         85      0.1   1589.827130   3772938.00
## 680               5.47         48      4.8    393.163270   8834733.00
## 681               5.64         88      0.3    882.491462  14537886.00
## 682               3.98         85      3.3            NA           NA
## 683               4.14          5      0.2            NA           NA
## 684               9.85         92      0.1   5111.654450   4564855.00
## 685              11.98         89      1.3    445.525000   6611692.00
## 686               3.57         99      0.5   2522.796800    776448.00
## 687               5.68         88      0.2    198.687123    152779.00
## 688               5.21         97      0.1            NA           NA
## 689               2.59         99      0.1  12376.979360           NA
## 690               3.55         99      0.1   2458.452260           NA
## 691               6.73         63      0.1    369.835796  26616792.00
## 692                 NA         93      0.1   1774.929100    131547.00
## 693                 NA         94      0.1  11579.667400     42364.00
## 694               3.74         99      0.1    478.823270    834812.00
## 695               6.64         94      0.4   2825.524700   1463417.00
## 696               5.88         98      0.1   4575.763787    288914.00
## 697               8.38         68      1.8   1598.775120     47774.00
## 698               5.17         98      0.3    396.129969   2556765.00
## 699                 NA         97      1.7            NA           NA
## 700               6.56         85     18.6    378.273624   1824125.00
## 701               3.21         78      0.1    138.919770  77991569.00
## 702               5.33         99      0.2  12224.864160           NA
## 703               5.13         94      0.1    885.465115    136255.00
## 704               3.60         97      0.1  16468.128860           NA
## 705               6.52         91      0.1   3622.522840   3325637.00
## 706               6.36         94      0.6    738.232668     14928.00
## 707               9.30         97      0.1    296.472250   4648882.00
## 708               3.28         87     12.5            NA           NA
## 709               5.69         85      0.4   9564.463830    547928.00
## 710                 NA         95      0.1            NA           NA
## 711               8.58         96      1.5     26.479973     94358.00
## 712               2.90         97      0.1    736.227840           NA
## 713               1.68         64      2.2    322.313468   5848692.00
## 714               6.60         84      0.1  28223.555280   3866243.00
## 715               6.68         55      1.3    539.415280   5716152.00
## 716               3.23         62      0.1    361.358430   2725535.00
## 717               6.65         95      0.4   2794.221890    146366.00
## 718               2.76         72      0.1   1261.289670 177911533.00
## 719                 NA          9      0.1     63.343259  31376671.00
## 720               3.54         86      0.1   2598.982300   3283196.00
## 721               5.16         93      0.9  11568.111100           NA
## 722               9.18         99      0.1  26917.758980  11121341.00
## 723               3.48         93      0.1   2259.557960    815691.00
## 724               5.63         99      0.1    431.932600    147336.00
## 725               5.73         67      0.1            NA           NA
## 726               6.28         97      0.1  27169.992560     14559.00
## 727                 NA         93      9.3    173.828930   2174645.00
## 728               3.84         69      2.6   3868.578883   2175942.00
## 729               5.66         96      0.5    521.333630    284992.00
## 730               6.70         96      0.1    185.689750     74432.00
## 731               6.35         94      0.1    785.881418       444.00
## 732               4.92         98      0.1   6519.717530   9473172.00
## 733               3.40         94      0.1   4167.364387  24198811.00
## 734               4.40          9      0.3  21188.118570   1315372.00
## 735               7.68         99      0.1  14965.361000     56953.00
## 736               9.72         93      0.1    975.498560   5137232.00
## 737               4.36         99      0.1   1839.729450   2213197.00
## 738               6.00         96      0.1   3352.731296    236755.00
## 739               9.67         97      0.1  19821.444630   1522288.00
## 740               7.70         96      0.1  15893.865600    443458.00
## 741               7.50         97      0.1            NA           NA
## 742               4.33         96      0.1            NA           NA
## 743               7.16         94      0.1   5245.421419       444.00
## 744               6.77         94      0.2   3988.771871   6281189.00
## 745               8.48         97      0.1  12216.944600   2248632.00
## 746               3.61         96      0.1  41818.352560           NA
## 747               4.26         87      2.0   3681.599300   9237566.00
## 748               5.93         93      0.2    666.345857   7472819.00
## 749               1.64         78      0.1            NA           NA
## 750              11.17         91      0.1   4773.454360  33628571.00
## 751               6.63         89      1.7    475.111220   1425221.00
## 752               4.92         84      0.1   1177.629268   1641848.00
## 753               6.14         88      0.1    339.716256           NA
## 754               5.24         98      0.1            NA           NA
## 755               6.77         87      0.1   1148.229882    558611.00
## 756               5.37         89      0.1   7496.335728   9295784.00
## 757               6.83         97      0.2   1674.987710 142849449.00
## 758               2.30         99      0.1  47651.259900           NA
## 759               3.73         47      5.8    494.336779   4476153.00
## 760               4.55         64      2.2    438.751335    179417.00
## 761               4.53         99      0.1   9739.825560           NA
## 762               9.94         96      1.6    693.345683    151969.00
## 763               6.37         98      0.1  25324.486660    127658.00
## 764               6.62         92      0.1   5433.724500   4491544.00
## 765               6.81         87     43.7   2937.367230    112514.00
## 766                 NA         62      0.1            NA           NA
## 767               6.10         74      5.7    481.694976   1445958.00
## 768               2.64         99      0.1  11122.862700     86956.00
## 769               6.91         92      0.1    765.863236    573416.00
## 770               7.32         86     22.1   3573.146387    232196.00
## 771               8.20         92      0.4   2338.772244    595962.00
## 772               4.73         99      0.1   4181.583321   2923896.00
## 773               5.36         95      0.1   2761.969249   9939678.00
## 774               4.48         95      0.1   3684.848100   2881922.00
## 775               6.24         99      0.1   7395.881250           NA
## 776                 NA         NA      4.2            NA     88568.00
## 777               4.37         99      0.1  23649.366610           NA
## 778               8.43         94      0.1  74114.697150    466677.00
## 779               9.10         71      8.2    449.692818  31663896.00
## 780               4.26         81      6.3   1644.619672  14264756.00
## 781               7.22         99      0.1  24253.254200    517629.00
## 782               6.80         98      0.1            NA           NA
## 783               6.39         96      9.0   5185.729845   1979882.00
## 784               4.67         84      0.1     37.846563      1364.00
## 785               5.42         99      0.1            NA           NA
## 786                 NA         96      0.1  34474.137360    127141.00
## 787               4.34         73      0.1            NA           NA
## 788               4.85         71      0.1            NA           NA
## 789               2.38         99      0.1   3549.261320           NA
## 790               4.51         84      3.1    498.172394    215429.00
## 791               8.36         96      0.1   3279.414000   4522683.00
## 792               5.31         89      1.2     46.954232   2873228.00
## 793              13.83         85      0.1            NA           NA
## 794               6.28         88      0.4   3187.845296  14948919.00
## 795               2.70         98      0.1   7962.365824   5466241.00
## 796               1.41         68      1.5     74.935845    114554.00
## 797               2.76         45     10.9   6741.293948    143126.00
## 798               6.70         93      0.1    169.285860    817172.00
## 799               8.18         62      0.1    612.696514    327582.00
## 800               5.35         97      0.1    731.378864    136768.00
## 801               8.43         79      8.1    647.177320  32771895.00
## 802               6.21         93      0.1  16523.323880           NA
## 803               4.70         96      0.1    265.353659    271265.00
## 804               5.30         94      2.6     19.686718    227212.00
## 805               4.32         99      0.1  12387.189820  16791425.00
## 806               5.45         95      0.1    524.145924   2419776.00
## 807               5.15         81      5.2    122.433589   6741569.00
## 808               5.29         95      0.1   1717.898761   2668289.00
## 809              15.27         96      0.1            NA           NA
## 810                 NA         79      0.1            NA           NA
## 811                 NA         84      2.1   1862.167274    927414.00
## 812               1.90         91      0.1   5411.877440   7291436.00
## 813               1.31         57      0.1    467.543830    996698.00
## 814               7.83         89      0.1     88.874858    469885.00
## 815               3.36          8      1.2   1364.283745    383239.00
## 816               2.27         78      4.0            NA           NA
## 817               5.64         94      0.1            NA           NA
## 818                 NA         NA      4.2   1678.711862   9263136.00
## 819               6.83         91      0.3   3366.482133   6137276.00
## 820               3.82         23      5.1    337.484961   4499653.00
## 821               1.99         96      0.1   4439.230000     58721.00
## 822               4.26         77      2.3    484.616884   2599834.00
## 823               2.64         79     12.8            NA           NA
## 824               8.47         97      0.1   2751.812700    221316.00
## 825               4.36         75      0.1            NA  25627626.00
## 826               2.79         82      3.5            NA           NA
## 827               3.70         99      0.1    861.185960           NA
## 828               7.11         99      0.1    527.853640   1187576.00
## 829               8.19         88     40.2   2842.438422   1158897.00
## 830               6.32         61      2.3    334.224160  11638929.00
## 831               6.53         77      0.1            NA           NA
## 832               8.30         96      1.0    282.755525     96186.00
## 833               6.69         95      8.8    955.648466   1471826.00
## 834              11.87         92      0.1            NA           NA
## 835               7.47          9      0.1   1272.448250     52779.00
## 836               1.12         84      0.1  24489.735530    842293.00
## 837               4.89         78      0.6    245.123588   1782997.00
## 838              11.16         99      0.1   7112.335750       393.00
## 839               3.34         98      0.1    967.917468      4612.00
## 840               9.25         98      7.3   3464.351690    129597.00
## 841               6.15         99      0.1    294.746728  33333789.00
## 842                 NA         96      0.1            NA           NA
## 843               4.33          8      1.1            NA           NA
## 844               3.28         71      0.1   1469.849149     18563.00
## 845                 NA         58      0.1   4974.269300  36115649.00
## 846              11.92         67      0.1            NA           NA
## 847               5.70          8      6.3    123.195380  19432541.00
## 848               6.25         94      0.1  14638.648200   1331475.00
## 849               6.28         36      4.6    166.231785   8342559.00
## 850               3.49         86      0.1   1757.177970   3118366.00
## 851               4.18         88      8.0    196.597780    853625.00
## 852               4.37         81      0.1   5574.638200     87634.00
## 853               3.92         99      0.3   4378.687460   6654576.00
## 854               6.98         97      0.2   1518.853860    559456.00
## 855               3.35         28      4.9     81.683884    177578.00
## 856               7.55         99      0.1            NA           NA
## 857               8.27         99      0.1   5293.641150    446175.00
## 858               6.89         97      0.1   3539.748800    181563.00
## 859               4.91         75     12.6     53.127719  22846758.00
## 860               1.19          8      1.2    415.361958   4181563.00
## 861               4.86          7      0.5    412.739341   2115164.00
## 862               9.59         99      0.1  46917.272160     29274.00
## 863                 NA         73      0.9   1158.256469   4182341.00
## 864              11.40         97      0.1  51574.489420   1684432.00
## 865               4.28         79      2.1   2421.966200    912998.00
## 866               4.98          8      5.2    135.998446      6476.00
## 867               9.90         99      0.1   1728.265900   5193482.00
## 868               8.50         72     11.0   7362.761390   5979432.36
## 869               6.66         94      0.1            NA           NA
## 870               8.77         95      0.1   1488.471540   1995733.00
## 871               5.36         95      0.1   3868.831230   3546576.00
## 872               9.64          9      0.1   4697.897320   3746561.00
## 873               3.60         87      0.1    294.335560   3243514.00
## 874               3.23         72      0.1            NA   2863993.00
## 875              12.11         94      0.1            NA           NA
## 876               6.68         96      0.2    362.951768    656478.00
## 877               3.32         96      0.8   1893.145377  63543322.00
## 878              11.59         96      0.1  83164.387950   7996861.00
## 879               4.48         77      0.1     73.683843     81112.00
## 880              13.38         81      0.1            NA           NA
## 881               9.55         98      0.1  21618.735340   1457295.00
## 882               4.81         97      0.1   1153.938220    126934.00
## 883               2.33         92      0.1  42372.221660           NA
## 884               2.80         94      0.1    494.514660   1453684.00
## 885               4.24          8     10.3    697.663850     37525.00
## 886               1.96         89      6.3    332.922339  16577147.00
## 887               6.54         98      0.1    414.151770   1639931.00
## 888               6.52         89      0.1   2594.749990      1141.00
## 889               4.47         94      0.4   3171.498560  27949944.00
## 890               1.60         81      0.1  24517.267450    811566.00
## 891               9.24         99      0.1  22242.681930    114511.00
## 892               7.21         71      3.9     94.729749    783254.00
## 893              17.14         95      0.1            NA           NA
## 894               7.25         94      0.1   6586.719290      6261.00
## 895               6.49         91      0.1   7193.617640   3997224.00
## 896               6.96          9     34.6    781.514594   1933728.00
## 897               5.97          9      2.1    986.795817    751857.00
## 898               9.36         97      0.1  51241.315620  16381696.00
## 899               3.30         92      1.0     43.754450    431334.00
## 900               9.42         96      0.1  35849.373640  59277417.00
## 901               6.42          9      0.1    146.931125     49294.00
## 902               6.55         65      1.4    354.846354    946756.00
## 903               9.14         82      2.1   1622.637974    896688.00
## 904               5.69         92      0.1    688.617279   2798531.00
## 905               8.63         95      0.1  11938.212000   3374415.00
## 906               1.27         83      0.1  26351.375680    881957.00
## 907               6.88         99      0.1  12599.524860   3842794.00
## 908               1.90          8      0.1   5253.122599   3359859.00
## 909               6.48         94      0.1   1929.774600   1317997.00
## 910               7.33         83     17.6     53.277222  11731746.00
## 911               8.52         67      0.1    669.959000   3696958.00
## 912               7.12         95      0.1   5471.866766  38338562.00
## 913               8.68         94      0.1  16881.256800      3485.00
## 914               5.81          9      0.1    834.869161   6876345.00
## 915                 NA         95      0.1   2729.863830    263531.00
## 916               0.76         67      0.1    114.561790   1131523.00
## 917               4.53         76      1.3    528.586613   2957117.00
## 918               6.29         97      0.1   4132.349270    231173.00
## 919               1.80         73      0.4    138.924927  46627994.00
## 920               5.40         91      0.4    492.492378    279122.00
## 921               4.00         99      0.1   6171.262444   6814365.00
## 922              11.20          8      8.0    594.997256  33915133.00
## 923               4.47         73     23.7    396.998217   1332999.00
## 924               1.44         98      0.1  22538.654800     15731.00
## 925               5.90         94      0.1    447.227960     36165.00
## 926               3.28         91      0.1    238.891729    814218.00
## 927               8.47         94      0.1   1726.915100    199712.00
## 928               8.70         98      0.1   3528.131800    744769.00
## 929               8.27         99      0.1  11224.154800 196796269.00
## 930               6.67         98      0.1   5292.232379           NA
## 931               4.72         94      0.7     95.397852  11873557.00
## 932               1.50          9      0.1            NA           NA
## 933               3.94         87      0.1   1672.685433   8929349.00
## 934               8.46         88     33.7    332.517125    118675.00
## 935                 NA         42      0.8            NA           NA
## 936                 NA         91      0.2   4127.117750   6312478.00
## 937               3.87          9      0.1    276.133800    811223.00
## 938               8.35         99      0.1   5341.314870   5313399.00
## 939               6.22         88      0.3    278.557892   1359647.00
## 940               7.37         99      0.1            NA           NA
## 941               5.65         99      0.1  11929.349910           NA
## 942               4.36         76     11.6    519.799935   3648288.00
## 943               7.46         94      0.1   6281.377470    332713.00
## 944               7.82         89     23.4    274.225629   1267638.00
## 945               4.72         77      0.4   2754.782900    276141.00
## 946               5.00         88      0.2            NA           NA
## 947               8.16         65      0.1    584.259210  33736494.00
## 948               6.31         85      0.2    668.866700    345387.00
## 949               3.14         98      1.8    287.422224   3858623.00
## 950               4.21         71      1.3    697.745199     31372.00
## 951               1.45         91      0.1    544.433760  35544564.00
## 952               5.64         51      0.5    561.997387    118559.00
## 953               7.34         99      0.1 115761.577000    518347.00
## 954               6.49         98      0.1            NA           NA
## 955               6.70         95      0.2            NA           NA
## 956               5.80         99      0.1   1642.837974    539614.00
## 957               1.97         82      0.5    219.815669    487377.00
## 958               6.66         96      0.1            NA           NA
## 959               7.44         93      0.1  18946.999420     66897.00
## 960               6.76         77      0.3   1568.376276  11924946.00
## 961               5.70          6      2.2    321.226340   1242473.00
## 962               9.81         87      0.2   4712.822736   6552584.00
## 963               7.40         99      0.1            NA           NA
## 964               4.93         97      0.1            NA           NA
## 965               3.73         99      0.1   5291.575650    153884.00
## 966               1.52         96      0.1  34696.629200  82469422.00
## 967               6.67         95      0.1   4513.136280     76122.00
## 968               4.68         99      0.1   1334.651896    255812.00
## 969               5.82         89      0.4   1228.544700           NA
## 970               5.93         86      0.1   8318.976920    531589.00
## 971               8.36         92      0.1            NA           NA
## 972               6.31         98      0.1            NA           NA
## 973               5.71         85     50.6     22.994490    187392.00
## 974               7.50         87     40.7    347.487980   1138434.00
## 975                 NA         31      3.4    758.725782  11882136.00
## 976               4.27         97      0.1  38577.558220           NA
## 977               4.33         99      0.1   1668.162731  22442971.00
## 978               8.85         88     27.3    934.428563    199993.00
## 979               9.66         98      9.8   3598.759720   1271456.00
## 980               3.25         45      0.1            NA     24271.00
## 981               1.68         86      0.6     41.451000  49171586.00
## 982               5.91         88      0.7    699.452847   1772723.00
## 983               3.61          8      2.0            NA           NA
## 984               8.00         98      0.1            NA           NA
## 985               4.26         73      0.7   2182.716565   7755785.00
## 986               7.48         92      0.1   4916.548860    333465.00
## 987               6.17         77     24.6   1713.475940   1962147.00
## 988               5.81          8      2.4            NA           NA
## 989               8.40         94      0.1   9688.596100   4768212.00
## 990               8.26         91      0.1   1227.736770   1988925.00
## 991              13.66         94      0.1   1357.632211     96311.00
## 992               4.17         97      0.1  11183.961910    322817.00
## 993               2.79         62      0.1    533.862411 138523285.00
## 994               5.29         99      0.1    558.221144     24654.00
## 995               7.13         99      0.1   2819.649531   1815121.00
## 996               7.60         89      0.1   1242.953730     18588.00
## 997               7.44         98      0.3   8562.895980 142785342.00
## 998                 NA         82      0.1   4574.978700   3535961.00
## 999               5.31         95      0.5  12323.127500   1296934.00
## 1000              5.53         79      2.3   2372.628827    896776.00
## 1001              8.20         84      0.1            NA           NA
## 1002              6.42         72      1.5     77.577349    631479.00
## 1003              3.95         86      2.0    215.139213   3497124.00
## 1004                NA         49      3.7   2655.157977 181181744.00
## 1005             11.24         91      0.9    561.898424    676613.00
## 1006              8.74         95      0.1   1592.681900   3396777.00
## 1007              6.32         99      0.1   5196.932921   3823364.00
## 1008              5.21         85      2.6    562.339359   6679282.00
## 1009              4.93         96     14.4   5374.554867   1884238.00
## 1010              3.62         37      2.9    125.998515  13569438.00
## 1011             11.70         93      9.6   1196.133500   2117361.00
## 1012              4.93         91      0.2   5771.565878  29759989.00
## 1013              4.98          9      0.5   1981.243653  26261363.00
## 1014              3.60         94      0.1    757.671757  15214912.00
## 1015              5.61         96      0.4   2975.132778 144648257.00
## 1016              3.39         77      2.5   3529.534820  23369131.00
## 1017             12.94         85      0.1            NA           NA
## 1018              6.40         99      0.1   1378.549110    384196.00
## 1019              4.27         99      0.1  14252.294520           NA
## 1020              5.70         62      0.1   3453.487434     18625.00
## 1021                NA         NA      3.0            NA   6974442.00
## 1022              7.50         87      0.1    927.723171    377782.00
## 1023              9.42         92      0.1  62214.691200   2346694.00
## 1024              1.93         93      0.1  85948.746000           NA
## 1025              4.17          9      0.9    643.947262   1267984.00
## 1026                NA         NA      2.7            NA     67656.00
## 1027              8.50         83      8.7   4153.497885     21374.00
## 1028              8.51         99      0.1            NA           NA
## 1029              5.59         99      0.1   4247.614380      2941.00
## 1030                NA         89      0.2   1163.189770  15517635.00
## 1031              7.22         91      0.1  54326.971300   4273591.00
## 1032              1.34         96      0.1  36447.872320  82376451.00
## 1033                NA         78      0.3   3336.166860 258162113.00
## 1034              6.10         99      0.3            NA           NA
## 1035              4.53         96      1.5   3679.995230     26913.00
## 1036              5.87         71      5.6    418.944540   1412669.00
## 1037                NA         16      4.2   1347.312570   1175389.00
## 1038              4.67         93      1.1   1945.639500     74961.00
## 1039              7.57         91      0.1            NA           NA
## 1040              4.73         73      7.5     93.211716   1695981.00
## 1041              8.48         97      0.1  37698.785730   5843831.00
## 1042                NA         92      0.1   9212.192824           NA
## 1043              9.41         99      0.1  28827.326360   1148473.00
## 1044              3.45         57      2.9     37.193178    939848.00
## 1045              1.21         75      0.1   1684.542740     11458.00
## 1046              7.17         91      1.0    575.446453   1565217.00
## 1047              7.86         75      0.1   1578.423900    839185.00
## 1048              5.78         92      0.2    148.527976     57374.00
## 1049              7.38         95      0.1   2195.176900      7537.00
## 1050              7.24         94      0.1   6843.263289   7395599.00
## 1051              5.90         78      5.1     65.985681  26434372.00
## 1052              5.10         98      0.1    694.243915   9464495.00
## 1053              6.81         89      0.3   3736.587130    619256.00
## 1054              9.75         95      0.1   4386.699480    325755.00
## 1055              4.14         92      0.1  34176.981830           NA
## 1056             11.90         83      0.6     78.439476    779162.00
## 1057              1.83         73      0.5    247.242760  48482614.00
## 1058              3.59         89     12.1            NA           NA
## 1059              5.87         92      0.3    321.942547  13735233.00
## 1060              3.80         94      0.1    856.342857  15572753.00
## 1061              6.88         95      0.1   7813.834990   7348328.00
## 1062              7.86         95      0.1  11843.939200    395969.00
## 1063              2.48         94      0.1   3161.529350           NA
## 1064              6.14         87      0.6   7443.851780     52619.00
## 1065              8.36         74      0.1  19375.569600     46724.00
## 1066              6.93         84     18.4    377.135244    111249.00
## 1067              7.55         99      0.1  12967.165430     12265.00
## 1068              5.84         95      2.8     77.625783    212857.00
## 1069              8.96         97      0.1   5613.541150     33782.00
## 1070              4.99         96      0.1            NA           NA
## 1071              4.72         87      0.1    158.668462    129675.00
## 1072              6.70         92      0.1   6698.794390    618294.00
## 1073              4.13         65      0.1   1849.639110    278426.00
## 1074              6.00         99      0.1   3954.227830     28873.00
## 1075              5.63         97      0.1   3112.835290     11761.00
## 1076              6.35         96      0.1   1526.877460  16491687.00
## 1077              6.61         99      1.0   1367.352433    474516.00
## 1078              6.62         99      0.1   1244.373185   9928549.00
## 1079              9.40         84      0.1    265.642661   3781287.00
## 1080              9.37         88      0.1  24167.843100     31362.00
## 1081                NA          4      0.9            NA           NA
## 1082              5.34         99      0.2   1377.821400    285624.00
## 1083              5.37         85      0.1     64.729530    677855.00
## 1084              4.45         96      0.8   3933.332215    283277.00
## 1085              4.29         98      0.1   5229.876738     12213.00
## 1086              5.38         98      0.3    911.253850   1428588.00
## 1087              6.61         96      0.1  14961.568180   3198231.00
## 1088              7.20         99      0.1            NA           NA
## 1089              3.97          9      4.3    967.347730   4135152.00
## 1090              7.61         89      0.1   1417.265820    546624.00
## 1091              6.95         96      0.1  11363.418450       444.00
## 1092                NA         96      0.1  13653.226400  17762681.00
## 1093              7.67         76      0.2    429.715540    454896.00
## 1094              5.80         92      0.1     76.238698  28323241.00
## 1095              3.91         97      0.1  39721.481800           NA
## 1096              7.71          9      0.1  21913.781700           NA
## 1097              4.97         99      0.1   7318.126410   1247429.00
## 1098              1.87         93     13.4   1173.262120     24551.00
## 1099              7.48         99      0.1  48735.995490      4363.00
## 1100              4.56         94      0.1   3218.381655   2877311.00
## 1101              9.27         99      0.1   1932.122370       292.00
## 1102              1.42         99      0.1   1692.613277     14656.00
## 1103              6.73         92      0.1            NA           NA
## 1104              3.16         98      0.1   1296.973530           NA
## 1105              4.13         95      0.1   9875.161736           NA
## 1106              6.40         96      0.1            NA           NA
## 1107              8.15         99      0.1            NA           NA
## 1108              3.17         33      3.9    989.236363  12288651.00
## 1109              7.93         74     29.7   4863.516880      4717.99
## 1110              7.30          9      0.3   2632.799420      6775.00
## 1111                NA         97      0.1   2375.112700    116985.00
## 1112              5.99         91      0.1   6764.722867           NA
## 1113              8.21         96      1.2    265.285651    931971.00
## 1114              6.17         78      0.1   2473.857760    848455.00
## 1115              6.22         98      0.3  11635.263700  14274235.00
## 1116              6.68         91      0.1   5878.761270   3955889.00
## 1117              5.91         93      0.6     56.144952    285187.00
## 1118              2.23         98      0.1  37951.286000           NA
## 1119              5.44         96      0.5    134.326189      1788.00
## 1120              4.98         97      0.1    672.921130  11719673.00
## 1121              7.66         97      3.7      5.668726    978169.00
## 1122              8.79          5      0.1    219.141353  24118979.00
## 1123              1.87         84      0.5   1186.423937    555331.00
## 1124              6.10         34      1.5    158.455972  11352973.00
## 1125              5.29         97      0.1  11341.133950   7349455.00
## 1126              3.22         45     10.7    412.552710    129449.00
## 1127              9.60         96      0.1  41577.169000  16319868.00
## 1128              5.19         97      0.3    412.372294   1446754.00
## 1129             17.20         95      0.1            NA           NA
## 1130              3.25         43      0.1            NA     19239.00
## 1131              4.64         97     38.8   3349.688230    172834.00
## 1132              5.58         97      1.4            NA           NA
## 1133              3.50         99      0.1    188.448260           NA
## 1134              4.69         76      2.1    378.736540    776733.00
## 1135              4.71          4      2.5    141.868440  18865716.00
## 1136              4.61         97      0.1            NA           NA
## 1137                NA         97      0.1  23819.463600    431874.00
## 1138              6.44         84      0.1    944.816840    423853.00
## 1139              1.45          4      2.5            NA           NA
## 1140              8.20         92      0.3   1892.894352   3599192.00
## 1141              6.28         99      0.1            NA           NA
## 1142              9.49         94      0.1    817.776810   4828726.00
## 1143             11.60         99      0.1     75.519900           NA
## 1144              6.87          8     16.2    369.154536     29237.00
## 1145              3.56          7      0.1    375.852857    542357.00
## 1146              5.91         83     15.9    336.331815    231275.00
## 1147              7.53         85      0.1  38532.488000    126843.00
## 1148              7.90         95      0.1  11984.868570    397282.00
## 1149                NA         97      0.1   4245.397440   5479531.00
## 1150             11.17         92      0.1  48333.572730   8429991.00
## 1151              3.88         99      0.3            NA           NA
## 1152              5.78         73      0.1            NA           NA
## 1153              8.43         97      0.1  38969.171630    524696.00
## 1154              4.21         99      0.1   8331.261997     83723.00
## 1155              4.34         85      4.6   1255.648189   2182383.00
## 1156              5.45          9      0.1   7384.354661    679346.00
## 1157              8.00         98      0.1    387.753211   7992573.00
## 1158              5.55         98      0.1     63.388770    949583.00
## 1159              9.46         89      0.1    535.865550    364999.00
## 1160              6.67         91      0.1  15534.157400           NA
## 1161              5.32         76      0.1            NA           NA
## 1162              2.76         98      0.1  21268.756400           NA
## 1163              6.22         99      0.1   5693.524160    382457.00
## 1164              9.22         96      0.1   3537.274410   6233948.00
## 1165              5.93         83      0.2    128.419568   1522692.00
## 1166             11.41          9      0.1            NA           NA
## 1167              8.11         96      0.1   6497.554430       377.00
## 1168              1.39         62      0.1    113.628600      9542.00
## 1169                NA         96      0.1     55.313820   9649341.00
## 1170              4.71         65      0.1   2965.824340    236295.00
## 1171              9.62         97      0.1   2278.584500   1542964.00
## 1172              4.48         93      0.1   3994.712355     29622.00
## 1173              2.58         96      0.1   6256.559260           NA
## 1174              1.29         95      0.1  72119.568700   7647675.00
## 1175              7.10         36      1.6    165.257247  11771976.00
## 1176              8.49         94      0.1  31174.561180  57685327.00
## 1177              1.52         91      0.1   1493.165100     12652.00
## 1178              0.92         72      0.1    849.862697    119591.00
## 1179              6.44         82      0.2    473.844449  26475859.00
## 1180              1.35         83      0.1    443.993610   8268641.00
## 1181              4.20         44      3.7    161.626625   7672783.00
## 1182             12.60         96      8.3    374.518820    169735.00
## 1183              6.60         95      0.1            NA           NA
## 1184              4.34         89      1.8   3836.468771   9371338.00
## 1185              5.99         97      0.3   2375.594400   1453646.00
## 1186              8.90         66      1.9    662.279518   9999617.00
## 1187              3.10         73      0.2   1855.939150 232989141.00
## 1188              1.98         97      0.1   5649.978486    517461.00
## 1189              6.47         99      0.1   1479.383142   9865548.00
## 1190              1.45         98      0.1    416.583970   6416229.00
## 1191              9.20         92      0.1  51874.848000    223175.00
## 1192              6.93         97      0.9    148.522488   4781295.00
## 1193              5.84         98      0.1    298.675980       292.00
## 1194              4.38         91      0.3   6268.692122    145844.00
## 1195              4.89         96      0.1            NA           NA
## 1196              5.17         82      5.0    372.172184   5683268.00
## 1197              4.22         99      0.1   4368.822480   2814226.00
## 1198              7.76         36      0.1    187.845950  21979923.00
## 1199                NA         99      0.1   9643.644683   3723155.00
## 1200              6.60         96      0.1   9689.528870  11366189.00
## 1201              5.82         93      0.1   3386.256000  43285634.00
## 1202                NA         83      1.9            NA           NA
## 1203              3.49         98      0.1   4335.642680           NA
## 1204              6.48         95      0.1            NA           NA
## 1205              6.59         99      0.1   2378.339270    973146.00
## 1206                NA         91      0.5   4965.989857   2871934.00
## 1207              3.25         84      0.1     11.553196   8331954.00
## 1208              7.47         76      0.2   3855.421280    455933.00
## 1209              4.12         99      0.2   5491.159981    675313.00
## 1210              4.30         98      0.1   1389.856100   1735275.00
## 1211              6.10         85      0.1   1657.322800           NA
## 1212              8.46         95      0.1   2552.332800   1332785.00
## 1213              6.70         99      0.1  13893.187680   3863255.00
## 1214              9.10         96      0.1   2921.934200    466245.00
## 1215              2.40         38      4.4    685.348970    724817.00
## 1216              8.23         94      0.1    462.149650     46324.00
## 1217              6.14         87      4.5     61.566347   1681495.00
## 1218              1.18         96      0.1  41814.819100  82266372.00
## 1219              8.45         97      0.4   1932.858290   8194778.00
## 1220              5.24         83      0.1   5836.177630           NA
## 1221              1.60         98      0.1  34879.726330  63179356.00
## 1222              8.39         76     19.0   5888.628400   5255813.11
## 1223             13.73         99      0.1   7716.241500        41.00
## 1224              6.93         91      0.1   7884.984429  46881475.00
## 1225              9.69         92      0.1            NA           NA
## 1226              5.84         91      2.3     96.867483    751884.00
## 1227              6.56         78      1.8    521.642580   1322764.00
## 1228              9.25         76      1.1    454.122224   4286291.00
## 1229              7.49         98      0.1            NA           NA
## 1230              5.63         98      0.1  12126.876140           NA
## 1231              4.82         97      0.1            NA           NA
## 1232              4.86          8      1.3    837.955100    972916.00
## 1233              7.53         78     31.2    437.819184   1885955.00
## 1234              4.41         99      0.1  11371.938950           NA
## 1235              6.58         96      0.4   1795.181370       795.00
## 1236              5.17         91      0.9    666.842783    168194.00
## 1237              1.98         94      0.1   5857.521000   5591572.00
## 1238                NA         89      0.3     98.725615  14976994.00
## 1239              7.12         99      0.1  11527.593230   3815163.00
## 1240              5.28         95      0.3   1247.613920    656639.00
## 1241              4.60         99      0.1   1259.875910     19373.00
## 1242              5.97         97      0.1            NA           NA
## 1243              3.00          4      3.6    973.472574   1275135.00
## 1244              5.60         98      0.1    213.755559     35217.00
## 1245                NA         33      0.8            NA           NA
## 1246              7.40         99      0.1  14117.976680   9866468.00
## 1247              8.80         99      0.1  21673.781700   1892413.00
## 1248              3.23         45     10.1   3976.148870   1262259.00
## 1249              6.90         84      0.9   9272.413453     53777.00
## 1250              6.76         64      4.0    864.184726     77752.00
## 1251              5.40         53      3.6     39.486749   1267512.00
## 1252              3.77         75      1.5            NA           NA
## 1253              7.24          9      0.1  15431.929300   1739746.00
## 1254              7.66         93      0.1   4919.628690      4426.00
## 1255              6.10         92      0.1   1372.689470     25979.00
## 1256              9.25         98      0.1   4443.831310     16257.00
## 1257              3.80         63      2.4     49.456775    196727.00
## 1258              6.64         85      0.1   7227.739680   4646646.00
## 1259              8.40         98      0.1   1792.384500    587718.00
## 1260              6.46         87      0.3    244.468980   1328961.00
## 1261              6.98         99      0.1            NA           NA
## 1262              5.98         92      0.3   1967.832830   1348248.00
## 1263              4.85         62      3.6    235.491232  11944587.00
## 1264                NA         88      4.8    362.657544   1757367.00
## 1265              9.14         94      0.1   1574.986100    495388.00
## 1266              7.37         95      0.1    258.637000      7181.00
## 1267              6.75         87      0.8    852.954379    759385.00
## 1268              7.44         97      1.2    894.927988     16311.00
## 1269              4.70         98      0.1   3771.278957   1514729.00
## 1270              1.93         86      0.1   1151.555618      9426.00
## 1271              5.15         99      0.2            NA           NA
## 1272              6.34         77      1.9    487.942556  12798763.00
## 1273              6.34         99      0.1   3848.215966    964924.00
## 1274              8.23         93      0.1  22196.573600     57597.00
## 1275              5.44         89      0.7     89.838296  11556763.00
## 1276              4.22         65      0.1            NA           NA
## 1277              4.80         81      9.1    839.181117    388599.00
## 1278              5.33         81      0.1   5842.857840    954332.00
## 1279              7.85         99      0.1   1325.533790       123.00
## 1280              3.25         41      0.1            NA   1989141.00
## 1281              6.17         86      0.1   1595.912320           NA
## 1282                NA         97      0.1   9252.117240    126265.00
## 1283              4.12         83      0.3    627.555440   1281296.00
## 1284              4.48          8      1.1    539.879153  13474489.00
## 1285              8.11         99      0.1  13198.669300    497783.00
## 1286              8.86         82      1.5            NA     13866.00
## 1287              1.30         99      3.4     17.799950   7939573.00
## 1288                NA         NA      4.1            NA   8468152.00
## 1289              6.23         76      9.6    526.531352    249395.00
## 1290              5.79         98      0.1   4114.136545   2927519.00
## 1291              8.00         98      0.1   2182.997110       286.00
## 1292              5.19         83      0.2            NA           NA
## 1293              2.20         78      0.3            NA           NA
## 1294              9.83         94      0.1  44544.526800  32887928.00
## 1295              5.60         92      0.1   9585.266593  19983693.00
## 1296              9.37         96      0.1  22486.471670    257159.00
## 1297              5.38         95      0.2            NA           NA
## 1298              5.76         98      0.1            NA           NA
## 1299              7.54         99      0.1  32233.839420   1124835.00
## 1300             11.20         89      0.1  47447.476200    345274.00
## 1301                NA         56      0.1            NA           NA
## 1302              4.88         77      0.6    571.162276  97366774.00
## 1303              9.16         99      0.1   6541.746500       385.00
## 1304              8.80         98      0.1  55575.291960    317414.00
## 1305              9.90         97      0.1  24815.688400   1558177.00
## 1306              8.78         82      4.7     56.971392   2215621.00
## 1307              5.00         61      0.1            NA           NA
## 1308                NA         96      0.1   8757.262200   2596218.00
## 1309              8.58         91      0.1    575.316640   3763599.00
## 1310              8.47         91      0.1  12538.178830   1862132.00
## 1311              4.81         86      0.5     12.566464   1255917.00
## 1312              5.92         72      1.5    854.346921    647272.00
## 1313              6.77         93      1.5    569.761278  14689726.00
## 1314             11.19         83      0.1  47654.187210   8343323.00
## 1315              1.29         77      1.9     46.375918   6165372.00
## 1316              5.61         72      1.7            NA           NA
## 1317              5.97         89      0.1    125.791670     54477.00
## 1318              1.24         65      2.8     21.373329   3512932.00
## 1319              5.30         94      0.5   4682.728424    281721.00
## 1320              2.77         59      3.8    958.455810   1818258.00
## 1321              4.41         58      2.0    379.756639  85416253.00
## 1322              3.73         86      0.1   1774.336730   3199546.00
## 1323              6.12         98      0.1    279.142931    311487.00
## 1324              5.43         74      0.1    231.425540   2374911.00
## 1325              7.72         99      0.1    446.372833    389684.00
## 1326              1.12         64      2.2    358.827472    615417.00
## 1327              8.18         91      0.1            NA           NA
## 1328              2.98         94      0.6            NA           NA
## 1329              5.11         99      0.3    465.119887   2586435.00
## 1330              8.10         86      0.1   1545.626423      5327.00
## 1331              8.10         97      0.1            NA           NA
## 1332              2.86          7      0.1    395.931936    555888.00
## 1333              9.42         89      0.1   3988.118940   6293783.00
## 1334              2.74         81      0.3   3113.486350 242524123.00
## 1335              7.73         94      0.1  32569.596830      7915.00
## 1336             15.60         96      0.1            NA           NA
## 1337              4.38         97      0.1   5695.969327   1233996.00
## 1338                NA         99      0.1   5949.116770   9489616.00
## 1339              7.76         98      0.2     46.299350     33347.00
## 1340              5.70          9     25.1    146.761540  11695863.00
## 1341              9.77         97      0.1  22465.641840   6912498.00
## 1342              1.70         91     16.9    372.842678  14271234.00
## 1343              9.80         91     18.2    923.136931     21929.00
## 1344              8.52         98      0.1  39954.642220  16281779.00
## 1345              8.32         93      0.1   1226.617310  24213133.00
## 1346              2.68         93      0.1    484.155471  14343111.00
## 1347              9.34         95      0.1            NA           NA
## 1348              5.63         45      5.0    413.738316   8692567.00
## 1349              8.99         92      0.1   4129.758741   7411569.00
## 1350              4.35         87      2.9            NA           NA
## 1351              6.46         94      0.1    555.535669   3415213.00
## 1352              6.61         97      0.3  14212.687000  14296868.00
## 1353              5.47         84      0.7  11513.871890           NA
## 1354              8.20         99      0.1  75716.351800     45895.00
## 1355              7.42         91      0.1   4429.657500      3727.00
## 1356              5.95         97      0.1   6376.183153   9527985.00
## 1357              5.29         95      0.1   5432.252300  36819558.00
## 1358              6.31         93     13.3    839.927936  14386649.00
## 1359              7.33         99      0.1  15669.259290    138188.00
## 1360              3.97         85      6.4            NA           NA
## 1361              6.24         96      1.8            NA           NA
## 1362              1.60         97      0.1    675.924360           NA
## 1363              4.60         82      0.1    445.188660     14577.00
## 1364              5.45         62      4.3    792.154120    746221.00
## 1365              8.72         84      0.1    779.384594      4357.00
## 1366              4.59         78      1.1    943.686575   1286712.00
## 1367              8.58         75      0.1            NA           NA
## 1368              8.10         99      0.1  11398.765840     17137.00
## 1369              7.12         99      0.1            NA           NA
## 1370                NA         99      0.1   4921.896290    892149.00
## 1371              8.90          8      0.1    614.271115    486466.00
## 1372              2.53         71      0.1    164.594470  22545214.00
## 1373              6.41         95      0.1   2312.192926   5966159.00
## 1374              4.00         24      8.2  21557.652800    138593.00
## 1375              6.30         98      0.1   1453.642777      3511.00
## 1376              7.91         97      2.3    563.491487   1246842.00
## 1377                NA         41      0.8            NA           NA
## 1378              2.93         85      0.3    362.663981  25232263.00
## 1379              6.33         74      0.1            NA           NA
## 1380              3.74         97      0.1  14221.992590           NA
## 1381              1.28         92      1.5     51.216381    141622.00
## 1382             11.49         92      3.8    165.879418   7675338.00
## 1383             11.25         95      0.1  41785.556910   8177693.00
## 1384              3.64         99      0.1   2722.138900           NA
## 1385              7.34         99      0.1 114293.843300     48865.00
## 1386              3.79         98      0.1  19356.672360           NA
## 1387              3.26         45     11.1   5685.577736    136425.00
## 1388              9.98         93      0.1  18784.948500     15333.00
## 1389              7.14         73      1.6   2232.513244     48344.00
## 1390              4.70         63      7.9    614.672934  15671927.00
## 1391              4.26         32      4.9     12.178928  68492257.00
## 1392              5.94         99      0.1   3111.762887  33824769.00
## 1393                NA         64      0.1            NA           NA
## 1394              8.89         96      0.1    464.184650  58826731.00
## 1395              3.73          3      5.7   2246.993800    183746.00
## 1396              7.18         99      0.1  16749.136000     53946.00
## 1397             16.20         96      0.1            NA           NA
## 1398              8.70         97      0.1   3743.559170   5339616.00
## 1399              3.51         98      0.5   2659.839180    652231.00
## 1400              5.41         96      0.1  12127.225220    773628.00
## 1401              4.51         92      0.3    148.912351    141232.00
## 1402              8.13         89      0.1   2832.496520    748591.00
## 1403              7.51         99      0.1  13842.654900     15578.00
## 1404              1.61         93      0.1            NA           NA
## 1405                NA         91      0.8    727.646387    777424.00
## 1406              3.48         45     11.0   4892.116180   1328146.00
## 1407             13.13         84      1.7    394.593244     63126.00
## 1408              4.87         87     11.9   1369.682490   1382517.00
## 1409              5.82         98      0.1            NA           NA
## 1410              1.50         77      0.1   5436.595223   3522837.00
## 1411              3.45         96      0.1  42112.235650           NA
## 1412              4.82         88      0.7   1653.184400     13926.00
## 1413              8.61         69      8.5    849.954224  51729345.36
## 1414              5.89         84      0.3    337.359236   6854176.00
## 1415              3.64         99      0.1  44449.743500           NA
## 1416              3.91         99      0.4            NA           NA
## 1417              8.37         95      0.1    418.292176      3774.00
## 1418              9.31         87     19.3     32.222727   1384969.00
## 1419              8.37         89      0.1    612.623418   4369469.00
## 1420              2.56         65      0.1    649.848233     15783.00
## 1421              1.43         97      0.1  29691.181580  62244884.00
## 1422              8.33         73      0.1   2675.582590    412477.00
## 1423              9.10         97      0.1  11729.146160   1362722.00
## 1424              8.57         92      0.1   3472.379770     21274.00
## 1425              1.86         83      0.1   5334.933290   3235366.00
## 1426              4.68         99      0.1            NA           NA
## 1427                NA         88      1.0    551.138346    741682.00
## 1428              3.29         91      1.3    317.329434   4153332.00
## 1429              1.21         92      1.4    555.818538    144889.00
## 1430              4.87         92      0.9    462.517913   2775467.00
## 1431              6.45         79      2.5    371.323865    133569.00
## 1432              3.28          8      0.1            NA   2118834.00
## 1433              9.50         98      0.1   2277.536130     14162.00
## 1434              4.56         86      0.1    154.518572     41269.00
## 1435              8.19         98      0.1  35433.988960    127854.00
## 1436              3.89         98      0.1   1312.334570           NA
## 1437              1.10          9      0.1  23718.746700   8221158.00
## 1438              4.90         98      0.1   1694.293100           NA
## 1439              2.67          3      2.4            NA           NA
## 1440              3.72         99      0.4            NA           NA
## 1441              8.36         99      0.1    586.145975  18912412.00
## 1442              6.21         99      0.1    982.532572   1282837.00
## 1443              4.96         88      0.1            NA           NA
## 1444                NA         93      0.1    349.147550    673582.00
## 1445              5.77         69      1.2    468.567249  92444183.00
## 1446              6.18         98      0.1    646.561295   2469286.00
## 1447              5.30         88      0.2            NA           NA
## 1448              4.45         73     14.5    436.687536   3413852.00
## 1449              9.50         95      0.1    261.456882   5535595.00
## 1450                NA         93      0.1            NA           NA
## 1451              7.21         95      0.1  14676.769000   4567864.00
## 1452              3.37         98      0.1  15846.476410           NA
## 1453              8.90         95      0.1   2149.994400   7496522.00
## 1454              4.41         83      6.8   1463.213573    138533.00
## 1455              1.29         82      0.1    117.765674   1184366.00
## 1456              2.57         98      0.1  51264.713400           NA
## 1457              1.18         88      0.1  64322.666400   5493621.00
## 1458                NA         99      0.1    496.992750    915932.00
## 1459              6.90         26      4.8    197.315644    866312.00
## 1460              8.32         95      0.1  49231.362540   4586897.00
## 1461              1.63         39      4.9    185.633340    757317.00
## 1462              3.58         96      0.1  11138.874600           NA
## 1463              6.82         99      0.1            NA           NA
## 1464              5.96         94      0.1            NA           NA
## 1465              7.47          9      0.1  13641.127200           NA
## 1466              7.20         99      0.1            NA           NA
## 1467              9.50         99      0.1   4622.415160   5363352.00
## 1468              2.74         99      0.1   1928.747390           NA
## 1469              9.34         98      0.1   2481.157810    112362.00
## 1470                NA         77      0.6    645.463763   9987333.00
## 1471              8.83         92      0.1  15835.346670     43834.00
## 1472              5.71         93      0.2  12868.863900           NA
## 1473              7.75         79     23.5   5786.599720  49557573.30
## 1474              4.81          9      0.8   1239.377855     43579.00
## 1475              9.57         86      0.1   5193.949320     35662.00
## 1476              5.58         96      0.1   2139.625631   2628131.00
## 1477              3.74         95      0.1   4955.477743   2517419.00
## 1478              4.55         93      0.1   2993.832531   2888584.00
## 1479              4.59         82      0.1   3547.599750     14137.00
## 1480              8.24         98      0.1            NA           NA
## 1481              5.20         64      0.1   3148.365130     25885.00
## 1482              4.81         66      0.7    316.799896  17279141.00
## 1483                NA         99      0.1   3944.183900   2976877.00
## 1484              8.17         86      0.3   1291.528826  32955496.00
## 1485                NA         94      0.1   3764.649120     37171.00
## 1486              6.41         42      3.1    174.181547   2991132.00
## 1487              5.76         99      0.1   7946.944346           NA
## 1488              4.18         95      0.1   1332.382358  28849621.00
## 1489              1.17         97      0.1   4863.476650    127629.00
## 1490              6.33         96      0.4   3299.651390   1527156.00
## 1491              3.39         62      2.0            NA           NA
## 1492              6.39         85     15.3    283.891159  19716598.00
## 1493              3.81         99      0.2    575.321760    672888.00
## 1494              4.57         98      0.1   2124.873613   2173496.00
## 1495              6.70         92      0.3   3827.786267   6221246.00
## 1496              7.10         94      0.1   1444.158900     22325.00
## 1497              2.91         77      0.1    711.469946  15399667.00
## 1498              9.31         99      0.1  36961.425370   8958229.00
## 1499                NA         95      0.1   4132.762920  39871528.00
## 1500              5.29         93      0.1            NA           NA
## 1501              4.57         93      0.1    375.442638           NA
## 1502              6.91         84     32.5     47.893950    192312.00
## 1503              3.32          4      5.1    712.184769   1421597.00
## 1504              3.64         99      0.7            NA           NA
## 1505              5.83         98      0.1   8767.922580   1192378.00
## 1506              5.46         97      0.1            NA           NA
## 1507              5.91         46      3.1    183.414999   2884522.00
## 1508              7.89         94      0.7   1592.572182    777972.00
## 1509              2.49         99      0.1   2986.360000           NA
## 1510              6.14         95      0.1   5564.825660  37565847.00
## 1511              3.47         97      0.1   8513.629541   2711169.00
## 1512              5.39         98      0.2  12565.441970           NA
## 1513              4.22         95      1.5   4313.168200    276279.00
## 1514              6.21         74      4.1            NA           NA
## 1515                NA         45      0.8            NA           NA
## 1516              5.80         99      0.1   3838.434292    133126.00
## 1517              7.43         98      0.2            NA           NA
## 1518              5.73         97     37.2   3128.977930   1754935.00
## 1519                NA         81      0.1    846.632851   5851479.00
## 1520              8.70         58      0.1     25.294130    257798.00
## 1521              3.82         74      0.1    452.749480    376271.00
## 1522             12.49         85      0.1            NA           NA
## 1523              4.21         98      0.1   4385.379355    286917.00
## 1524                NA          4      0.9            NA           NA
## 1525              3.46         97      0.1  39223.581870           NA
## 1526              3.56         98      0.4   3972.264750  66195615.00
## 1527              5.25         75     14.1    422.146157  22188387.00
## 1528              4.49         99      0.1    546.372800     88586.00
## 1529              6.76         88      0.1    625.655440   4591897.00
## 1530              7.10         99      0.1            NA           NA
## 1531              4.64         84      2.9    922.935168  22113425.00
## 1532              2.29         74      3.8            NA           NA
## 1533              4.70          7      1.3     62.547286    342823.00
## 1534              6.11         86      0.3   1175.116225   5379328.00
## 1535              6.84         98      0.1   4251.574348  38728696.00
## 1536              6.86         61      1.7    341.399920    877267.00
## 1537              6.40         91      0.1    511.368479  15262754.00
## 1538              5.66         89      0.1   1837.977391     98611.00
## 1539              5.32         43      7.3   1653.293700     99111.00
## 1540              5.81         97      0.3   4258.788611    313929.00
## 1541              4.69         99      0.1    251.183290           NA
## 1542              5.78         98      0.1     32.372390       297.00
## 1543              1.39         96      0.1  45699.198320    821197.00
## 1544              2.73         34      1.9    172.684910    614323.00
## 1545              5.70         86      0.3     39.281834   6712841.00
## 1546              5.33         94      1.9   1312.675570   2451214.00
## 1547              6.86         73      1.6    825.572991  16962846.00
## 1548                NA         97      0.1  25683.845650  46447697.00
## 1549              8.72         92      0.1   1411.313390     19222.00
## 1550              3.10         92      0.1  21896.652700           NA
## 1551              9.12         95      0.1            NA           NA
## 1552              2.75         74      0.3            NA           NA
## 1553                NA         91      0.1  43315.744000   3584861.00
## 1554              3.87         68      0.1   1886.433359      2937.00
## 1555              9.71         88      0.1     55.156834   3688865.00
## 1556              4.40         91      1.2   6935.721451    127238.00
## 1557                NA         87      3.2    596.871719    177526.00
## 1558              5.96         87      5.3     67.751883   1638139.00
## 1559                NA         42      0.8            NA           NA
## 1560              9.92         93      0.1   5226.993110   5437272.00
## 1561              7.13         97      0.1            NA           NA
## 1562              4.62          8     16.9     41.776361  32321482.00
## 1563              7.10         92      0.1   5148.422113  45416181.00
## 1564             11.16         95      0.1   4653.911430    864565.00
## 1565              9.42         63      0.1    445.893298    284331.00
## 1566              6.30         87      0.1   1452.277660   1242216.00
## 1567              9.36         96      0.1  22551.735740   1987314.00
## 1568              3.34         94      0.4            NA           NA
## 1569              5.68         87      0.7    733.581811   1955944.00
## 1570              1.42         98      0.1   4772.774150   1147744.00
## 1571              3.14          6      2.0            NA           NA
## 1572              4.46         88      0.1   2581.818554  96866642.00
## 1573              3.85         83      0.1   1283.885977   4655741.00
## 1574              1.39         98      0.1   4488.561500   1796493.00
## 1575              6.43         82      0.2    592.183522   2723137.00
## 1576              9.15         99      0.1            NA           NA
## 1577              6.62         97      0.1   5117.589923           NA
## 1578              5.41         99      0.1   2884.947760  31596855.00
## 1579              3.61         95      0.1   3332.918533    818354.00
## 1580              2.31         42      6.3  22742.381590    868418.00
## 1581             17.00         95      0.1            NA           NA
## 1582              8.42         92      0.1            NA           NA
## 1583              7.22         63      0.1   4178.973369     19229.00
## 1584              9.38         96      0.1  24633.797850    239669.00
## 1585              5.37         83      3.8    487.923891    652952.00
## 1586              2.82         97      0.1    184.565430  15945279.00
## 1587              8.75         91      0.1   4781.388800    323764.00
## 1588              1.60         83      0.1  51386.376650   8321496.00
## 1589                NA         99      0.5   2613.645177    787386.00
## 1590              5.67         96      0.3     21.362386  14597683.00
## 1591              9.10         89      0.1   3225.591754    629877.00
## 1592              1.50         55      0.1    478.331859    126484.00
## 1593             11.79         96     10.5   1352.384330    264166.00
## 1594              7.18         95      0.1    488.768855   3327773.00
## 1595              7.43         96      0.1            NA           NA
## 1596              1.32         86      1.6     45.128418    645872.00
## 1597              7.10         99      0.1 113751.850000     54336.00
## 1598              9.72         94      0.1   6423.291783    723499.00
## 1599              7.54         59      9.4    237.999592   2662482.00
## 1600              7.68         98      0.7    678.796973   1788853.00
## 1601              1.19         96      0.1   5676.141430           NA
## 1602              5.82         87      0.1   2932.315883     12357.00
## 1603              5.54         93      0.1   7875.756953    941681.00
## 1604              5.59         99      0.7    635.789635  49175848.00
## 1605              4.28         54      2.4    325.382554  83184892.00
## 1606              5.12         78      0.1            NA           NA
## 1607                NA         99      0.1   3967.895100           NA
## 1608              8.78         95      0.1   9415.173860   3362755.00
## 1609              6.48         97      0.1   4463.545867  15623635.00
## 1610              6.94         91      0.1            NA           NA
## 1611                NA         87      0.1            NA           NA
## 1612              3.92         64      0.1   3167.343560    253142.00
## 1613              4.12         99      0.1   5941.847100  68416772.00
## 1614              5.64         95      6.2   6346.156240    214866.00
## 1615              6.39         49      2.4     36.847324  11293258.00
## 1616              4.30         99      0.1            NA           NA
## 1617              9.10         96      0.1            NA           NA
## 1618              9.88         67      0.8    766.843762    128921.00
## 1619              5.60         93      0.8   1976.458560    467664.00
## 1620              3.90         66      0.1   2643.441423     23785.00
## 1621              4.92         79      0.1            NA           NA
## 1622              5.33         96      0.1            NA           NA
## 1623              4.24         97      0.1   6574.654338    123963.00
## 1624              6.10         98      0.1    363.136850     29717.00
## 1625             11.28         98      0.1  41631.131410    647744.00
## 1626              4.37         79      0.1   2129.499242  93726624.00
## 1627              4.92         96      0.1  56336.723400           NA
## 1628              5.25         87      1.0     62.131849   7228915.00
## 1629              2.63         98      0.1   1138.566610           NA
## 1630              7.49          9      0.1  18431.156960       657.00
## 1631              6.14         96      0.1            NA           NA
## 1632                NA         94      0.7     33.681223    119927.00
## 1633              4.50         96      0.4   3419.275719    254984.00
## 1634              3.61         95      0.1   1658.311460  14858948.00
## 1635              4.30         97      0.1   1453.917166    473398.00
## 1636              4.55         82      2.0     76.535419   8454791.00
## 1637              9.81         93      0.1            NA           NA
## 1638              5.58         86      0.3     76.914128    739728.00
## 1639              9.51         97      0.1   4855.175640     12847.00
## 1640              5.47         88      0.1   6491.524500   3973354.00
## 1641              9.23         95      0.1    242.672860     26198.00
## 1642              5.72         92      2.4            NA           NA
## 1643              2.61          5      6.8            NA           NA
## 1644              5.40         78      0.1            NA           NA
## 1645              6.65         95      0.1            NA           NA
## 1646              6.22         68      4.2    819.974118    758615.00
## 1647              3.40         99      0.1   2281.124200           NA
## 1648              6.20         91      0.2            NA           NA
## 1649                NA         95      0.4            NA           NA
## 1650              5.89         97      0.1   5773.735770           NA
## 1651              6.83         95      0.1            NA           NA
## 1652              5.63         99      0.1            NA           NA
## 1653              5.90         96      0.2            NA           NA
## 1654              3.84         44      7.2  17136.445680     95114.00
## 1655              8.67         89      0.1  24124.169170     37697.00
## 1656              3.63          8      1.1    145.578380    394617.00
## 1657              4.59         97      0.1   3471.247547   1324655.00
## 1658              7.89         83      6.2   5191.583810    217317.00
## 1659              7.61         93      0.1            NA           NA
## 1660              4.69         99      0.1   1473.319230           NA
## 1661              6.51         99      0.1   6351.812500   2263122.00
## 1662              6.11         79     22.8    257.995570   1899257.00
## 1663             11.78         96      0.1   5484.776300           NA
## 1664              2.90         79      4.3            NA           NA
## 1665              4.20         93      0.1    495.254866   3486715.00
## 1666              4.36          3      5.0    123.876257  66537331.00
## 1667              5.64          9      0.1    818.442619    458324.00
## 1668              8.71         95      0.1  31959.262150  57969484.00
## 1669              4.63         52      0.5    473.453380    988452.00
## 1670              7.25         91      0.1   3981.528470   3996798.00
## 1671              9.36         64      8.7    315.788227   2854394.00
## 1672              6.98         79      4.1    623.287114  27212382.00
## 1673              4.93         65      0.1            NA           NA
## 1674              5.26         51      1.1    477.476124    279359.00
## 1675              8.49         92      0.1  36118.283810     26979.00
## 1676              7.53         98      0.1  11837.391300   3162916.00
## 1677              6.53         95      0.1     87.136525   7516346.00
## 1678              4.73          7      2.1     61.799977   7982225.00
## 1679              1.56         83      0.1  36693.426200   8171966.00
## 1680              4.22         87      2.7            NA           NA
## 1681              5.22         94      1.0    129.519140    129535.00
## 1682              2.16         75      0.4   1168.839470  51448196.00
## 1683              6.19         95      0.1    653.716370       444.00
## 1684              7.15         83     11.7    429.656100    216375.00
## 1685              8.17         98      0.1   2492.128780       482.00
## 1686              3.38         87      0.3   1451.297760  12628596.00
## 1687              4.95         98      0.1            NA           NA
## 1688              4.66         87      0.1   1753.417800     13372.00
## 1689              5.48         95      0.1   2494.353552  31225881.00
## 1690              7.47         99      0.1    665.644300    115868.00
## 1691              2.79         28      2.0    555.296942   1644924.00
## 1692              4.84         99      0.2            NA           NA
## 1693              2.44         31      7.6            NA           NA
## 1694              4.41         89      0.3    197.457880     64282.00
## 1695              2.16         98      0.1     26.371428    487137.00
## 1696              5.85         98      2.7            NA           NA
## 1697              3.44         98      0.1    254.489192     19817.00
## 1698              9.54         99      0.1  15772.733400   1458821.00
## 1699              6.49         97      1.6            NA           NA
## 1700              3.91         99      0.1   1192.517400     82858.00
## 1701              4.30         98      0.1            NA           NA
## 1702              7.47         94      0.1  15359.669710           NA
## 1703              4.16         99      0.1   4546.738540    873596.00
## 1704              3.80         89      0.1     41.269970     29822.00
## 1705              4.75          8      7.4    952.187248   1742795.00
## 1706              9.32         95      0.1  35589.712950   1421137.00
## 1707             16.90         94      0.1            NA           NA
## 1708              5.77         97      0.1  14672.882600    943286.00
## 1709              3.87         95      0.1    774.476339     45648.00
## 1710              7.50         86      0.1   4117.155320   3996521.00
## 1711              6.57         97      0.3   3785.935665     75391.00
## 1712              7.70         95      0.1            NA           NA
## 1713              8.80         99      0.1   1259.526600    117146.00
## 1714              9.77         93      0.1  48799.823700   5419432.00
## 1715              8.64         94      0.1            NA           NA
## 1716              6.55         39      1.6    177.828384     12262.00
## 1717              5.50         98      0.1   4492.727640  38258629.00
## 1718              7.18         97      0.1   4137.554210   1886668.00
## 1719              8.53         92      0.1   4991.982890     28276.00
## 1720              5.86         99      0.1   2834.247200   3249639.00
## 1721              6.12         98      1.4            NA           NA
## 1722              1.40         97      1.6     81.861570     15563.00
## 1723              6.73         92      0.2    692.116684  27327147.00
## 1724             11.59         92      0.8     71.818700    692279.00
## 1725              6.30         93      0.4    177.234497    714458.00
## 1726                NA         93      0.3   2513.884661   3864783.00
## 1727              4.14         74      0.1            NA           NA
## 1728              5.40         73      0.7    642.766311     16799.00
## 1729              3.99         51     10.0    347.673678    421758.00
## 1730              7.80         71      0.3   2545.483410     46533.00
## 1731              8.89         91      0.1  66775.394400   4623291.00
## 1732              9.36         91      0.1  67792.338600  23117353.00
## 1733              6.16         94      0.1            NA           NA
## 1734              8.33         25      5.0     22.854821     91689.00
## 1735              3.74         96      0.1  29869.853980           NA
## 1736              2.38         94      0.1   3371.268690           NA
## 1737              9.33         98      0.1  33228.692910   5375931.00
## 1738              6.94         99      0.1 119172.741800    556319.00
## 1739              4.40         98      0.6   4187.378300     29747.00
## 1740                NA         93      0.1            NA           NA
## 1741              3.55         96      0.1  15334.669940           NA
## 1742              8.25         97      0.1   1355.745860   4417781.00
## 1743              8.57         92      0.1   1479.296340     19926.00
## 1744              9.73         85      0.1   9186.596390     46474.00
## 1745              4.98         52      0.6    481.287397   1134497.00
## 1746              9.53         94      0.1  51983.788920   4535375.00
## 1747                NA         99      0.1   6432.668768   5565284.00
## 1748              9.76         73      8.4     41.858631    359487.00
## 1749              8.60         96      0.5    138.949959    182889.00
## 1750              6.62         99      0.1  13145.148400   3863164.00
## 1751              4.76         82      7.0    111.711860  18395389.00
## 1752              5.21         99      0.1            NA           NA
## 1753              8.90          8      0.1  11685.979830   3838462.00
## 1754              8.83         78      0.1   5372.658990     45735.00
## 1755              6.94         99      0.1    359.587582 182482149.00
## 1756              7.47         78      4.0    662.492293  37553726.00
## 1757                NA         35      0.9            NA           NA
## 1758              8.47         88     30.0    918.432717   1982287.00
## 1759              5.57         98      0.1   3194.562243    112482.00
## 1760              4.41          4      2.4    779.468356   1823369.00
## 1761              9.30         98      0.1   5828.621374       362.00
## 1762              9.89         97      0.1  22527.317750  61357431.00
## 1763              4.69         87      0.1            NA           NA
## 1764              8.80         98      0.1   2537.349000   5934232.00
## 1765              5.83         94      0.1   8297.483621   2246871.00
## 1766              4.53         97      0.1   5629.189140           NA
## 1767              9.36         96      0.1  44453.971190   1634611.00
## 1768              8.72         97      0.3   2242.711912    889216.00
## 1769              5.70         83      0.3     44.287267      7557.00
## 1770              3.77         67      0.2            NA           NA
## 1771              6.40         95      0.1   4146.987928    344367.00
## 1772              4.24         99      0.4   3444.556600    496963.00
## 1773              5.84         82      1.4    474.223877    132721.00
## 1774              4.31         47     12.8    286.258190   3981665.00
## 1775              2.63         99      0.1  61478.238130           NA
## 1776              6.98         71      1.1    341.289462  15813913.00
## 1777              7.58          9      0.1  13882.856830           NA
## 1778              7.90         95      0.1   3381.578370    771686.00
## 1779              5.91         99      0.1   3154.513484   3431882.00
## 1780              4.96         81      5.3    133.742769   6555829.00
## 1781              5.85         96      0.2   4344.151770     32168.00
## 1782              4.47         97      0.1   5116.454240   1228254.00
## 1783              4.75         74      2.0    625.839200   8216896.00
## 1784              7.10         23      0.2    314.658296  45271947.00
## 1785              5.16         95      0.1  16586.452000     13468.00
## 1786              5.39         83      0.4    116.274300    526796.00
## 1787              2.13          4      5.3  12732.275900    792217.00
## 1788              5.54         64      0.1    673.747370      3568.00
## 1789              4.20         75      1.8     82.151350   8696916.00
## 1790              7.31         91      0.1            NA           NA
## 1791              8.85         92      0.1            NA           NA
## 1792              4.94         72      1.0    177.867119   7269348.00
## 1793              4.34         99      0.1  12724.393770           NA
## 1794              7.92         77      0.1    145.216300      8365.00
## 1795             11.24         95      0.1  38426.558100           NA
## 1796             11.12         94      1.6    649.342153    148372.00
## 1797              5.67         99      0.1   2861.554500  31989897.00
## 1798              7.75         95      0.1  33846.465640    127149.00
## 1799              3.34         54      2.1            NA           NA
## 1800              5.90         67      0.6    416.148380  18426372.00
## 1801              5.82         74      0.1    769.174288    689692.00
## 1802              3.78         88      0.1   3861.324140   1186873.00
## 1803              7.12         81      0.1   8734.965300   4588368.00
## 1804              6.82         98      0.2   1464.497754   5666581.00
## 1805              5.95         96      3.0            NA           NA
## 1806              5.76         95      3.1            NA           NA
## 1807             11.40         96      0.1  41732.772500    819237.00
## 1808              7.69         61      1.4    511.665773   5862316.00
## 1809              3.14          6      2.8    386.328828    949229.00
## 1810              7.74         91      0.1   4697.111350   4247841.00
## 1811              1.92          9      0.5    987.736583   5155896.00
## 1812             15.14         96      0.1            NA           NA
## 1813              1.40         93      0.1   2525.164450  82488495.00
## 1814              2.87         98      0.1    237.832340           NA
## 1815              5.50         99      0.1   6754.512393           NA
## 1816              7.63         95      0.8   1437.628785    754146.00
## 1817              5.55         91      0.7    745.787787    138859.00
## 1818              7.87         68      0.1     63.537231   2978599.00
## 1819              2.89         45      9.5   4116.466930   1231122.00
## 1820              8.15         72      0.1  21928.767000     49379.00
## 1821              5.41         98      0.1            NA           NA
## 1822              4.60         93      0.3   3611.214700  28292724.00
## 1823              6.43         98      0.2    189.715390   5882796.00
## 1824              3.51         97      0.1  13636.346680           NA
## 1825              5.98         96      0.2    834.541295   7815949.00
## 1826              7.17         59      0.1            NA           NA
## 1827              6.40         97      0.1   9834.472689    119917.00
## 1828              3.89         96      0.1    145.126200  28635128.00
## 1829              6.55         93      0.1  16554.971390   2932367.00
## 1830              4.15         99      0.1   4623.347642    121337.00
## 1831              4.91         49      0.1            NA           NA
## 1832                NA         97      0.1   9329.298351   1449687.00
## 1833              4.59         77      1.2    915.267459     14451.00
## 1834              8.39         98      0.1    387.324145   7574943.00
## 1835              3.46          7      0.4    443.961100  22346573.00
## 1836              6.90         78      0.1    784.956287    435262.00
## 1837              6.52         79     24.7   2482.368620   1986535.00
## 1838                NA         26      0.9            NA           NA
## 1839              6.32         99      0.3    334.838170    683475.00
## 1840              5.10         86      0.1   1631.417270    176582.00
## 1841              6.25         93      0.1   4674.219610  44374572.00
## 1842              5.59         72      2.5   2862.154836   8697126.00
## 1843              8.11         93      0.1     24.819000    569741.00
## 1844              9.14         96      0.1   1152.396810   1289898.00
## 1845              1.25         96      0.1   4454.447460    127445.00
## 1846              3.50         93      1.9    232.794546   3738265.00
## 1847              3.98         79      3.7   9679.742995   1817271.00
## 1848              8.33         NA      0.1    216.243274     69828.00
## 1849              6.27         95      4.4    729.231453    289315.00
## 1850              4.32         93      0.1   2695.366223   1317885.00
## 1851                NA         95      0.1  44292.884730  16939923.00
## 1852              7.37         99      0.1   2734.883820    115239.00
## 1853              1.94         89      0.1  51126.741390   8391643.00
## 1854              5.82         99      0.1            NA           NA
## 1855              3.70         96      0.7    296.546170   6473164.00
## 1856              6.30         85      0.4   3452.828934  15596214.00
## 1857              1.42         93      0.1   5184.494227           NA
## 1858              4.54         84     15.7    395.849351    332149.00
## 1859              7.19         98      0.1   3146.951770   1777567.00
## 1860              3.17         97      0.1   2367.565350           NA
## 1861              5.95         89      0.5    785.692884    143874.00
## 1862              7.89         89      0.1   2542.399350           NA
## 1863              5.13         99      0.2            NA           NA
## 1864              4.41         82      1.2   4952.677530   9767758.00
## 1865              2.57         92      0.1  42672.613230           NA
## 1866              8.28         99      0.1   7313.557962  19126637.00
## 1867              8.99         99     21.1    297.697121  13429262.00
## 1868              3.75         87      2.5            NA           NA
## 1869              5.96         86      0.4   9484.568980     54254.00
## 1870              6.90         96      0.1   5176.172649    956765.00
## 1871             11.67         97     11.2    512.125451  15627618.00
## 1872              6.40         96      0.1    979.492460  69597281.00
## 1873              5.36         78      0.1    366.570000   6514354.00
## 1874              5.67         81      0.1   2355.725857  41572491.00
## 1875              6.67         93      0.1  14341.836000   2987773.00
## 1876              6.83         95      7.1    287.931877   8991735.00
## 1877              3.47         95      0.1    149.926751  14858335.00
## 1878                NA         95      0.1  41176.881580  81686611.00
## 1879              3.93         78      0.2    893.879364    316764.00
## 1880              7.90         81      0.4    248.412500     59433.00
## 1881              9.56         97      0.1   3736.228000  46576897.00
## 1882              8.91         NA      0.1   2789.173500    612267.00
## 1883             15.57         96      0.1            NA           NA
## 1884              7.16         85     18.7    341.955625   1531221.00
## 1885              9.56         91      0.1   9985.369590   4654122.00
## 1886              9.51         94      0.1            NA           NA
## 1887              3.35         75      0.1     95.432793  16332974.00
## 1888              4.86         99      2.3   3596.496282   2695446.00
## 1889              5.56         94      0.2            NA           NA
## 1890              0.74         79      0.1    643.719110     17811.00
## 1891              1.78         35      2.3   2283.879390    639762.00
## 1892              7.63         99      0.1            NA           NA
## 1893              6.99         86     15.2    422.519680    279915.00
## 1894              2.40         98      0.1  14396.486500           NA
## 1895              4.83         99      0.4   3312.825985     52384.00
## 1896              3.96          8      3.2    423.193639   2986536.00
## 1897              9.86         64      8.6    336.459392   2955662.00
## 1898              4.56         72      2.1    583.493514      7754.00
## 1899              3.65          5      3.0    315.839830   8971139.00
## 1900              9.90         82      6.8    584.396214   3593648.00
## 1901              5.24         97      0.1   1172.384300  74569867.00
## 1902              6.17         99      0.1     94.772600  38141267.00
## 1903              2.62         45      3.6   1186.113250   1117749.00
## 1904              7.58         99      0.1            NA           NA
## 1905              4.20         47      4.5    377.132274   4515392.00
## 1906              4.13         98      0.1   7165.277500    169271.00
## 1907              4.60         99      0.1   4353.121392     86786.00
## 1908              7.15         45      1.6     25.383731  13618449.00
## 1909              8.23         98      0.1  28482.694800  44397319.00
## 1910              5.00         96      2.0    749.626612   1277837.00
## 1911             11.17         92      0.1  42889.881410           NA
## 1912              9.39         94      0.1   1291.435000    579623.00
## 1913              2.65         99      0.1   4159.865200           NA
## 1914              6.52         68     36.7    453.351155  12633897.00
## 1915              6.86          9      9.4            NA           NA
## 1916              7.12         89     34.1    915.775754   1965662.00
## 1917             11.53         93      0.1   3997.256240           NA
## 1918              6.80         86     49.1   2873.862141    115873.00
## 1919              5.38         38      2.1    526.168743  16983266.00
## 1920                NA         97      0.1            NA           NA
## 1921              4.66         89      0.3    152.443873  14546111.00
## 1922              4.77         98      0.1    562.549434           NA
## 1923              5.40         69      0.1            NA           NA
## 1924                NA         42      0.8     47.543235           NA
## 1925              1.22         97      0.1  24275.242600   6185267.00
## 1926              6.69         98      0.1            NA           NA
## 1927              6.90         92      0.2            NA           NA
## 1928              9.91         93      0.1  37813.234260    718425.00
## 1929              5.40         49      0.1    335.112838    184826.00
## 1930              3.90         92      0.1  18555.566490           NA
## 1931              8.80         97      0.1  35578.736190   4595416.00
## 1932              5.50         99      0.1            NA           NA
## 1933              8.80          9      0.1   2169.921000     19153.00
## 1934             11.14         95      0.1    554.715320   8479375.00
## 1935              7.21         95      0.1    547.851700  39113313.00
## 1936              4.55         95      0.1   3843.591213    289359.00
## 1937              5.75         46      4.1    768.176767    717584.00
## 1938              7.82         89      0.1   5245.187372    438794.00
## 1939             11.20         99      0.1    473.342790   6527512.00
## 1940              5.87         77      5.8            NA           NA
## 1941             14.55         94      0.1            NA           NA
## 1942              9.21         83      0.1   7669.273916   3757452.00
## 1943              4.26         85      0.4   5968.876767    115495.00
## 1944              1.98         75      0.1     78.927440  21154429.00
## 1945              1.18         93     14.9     42.737966   1471462.00
## 1946              7.91         87      0.1    251.242600   5694218.00
## 1947              3.61         97      0.1   7269.171140  26625845.00
## 1948              2.72         94      0.1  31311.359360           NA
## 1949              6.40         94      0.1   7891.299776    953579.00
## 1950              1.50         92      0.1   2964.477340      3926.00
## 1951              2.85         99      0.1  27965.475400           NA
## 1952              4.45         55      0.1   2351.338140    178781.00
## 1953              2.97         96      1.6    276.758960     39697.00
## 1954              4.78         79      0.8    229.953640   7592865.00
## 1955              4.76         98      0.1   9291.227619   1255882.00
## 1956              8.18         83     18.2    429.158343  11421984.00
## 1957              3.70         46      3.9   2996.964320  17182933.00
## 1958              5.43         98      0.1            NA           NA
## 1959              6.47          9      0.2   1458.879600   1321618.00
## 1960              6.92         95      0.1   7318.742449      6279.00
## 1961              5.86         96      0.3    335.786541   1396748.00
## 1962             11.00         95      0.1  69672.471000   7743831.00
## 1963              5.64         98      0.1   3778.184171    129887.00
## 1964              5.71         99      0.1   4437.178680    295195.00
## 1965              9.76         99      0.1   2971.973000    111717.00
## 1966              5.81         96      0.3     83.476942     26868.00
## 1967              5.12          7     26.8    414.796232  13124267.00
## 1968              9.16         83      0.1   6432.216537   1593112.00
## 1969              7.80         95      0.1            NA           NA
## 1970              6.42         91      0.1   7378.345289     62181.00
## 1971              6.60         95      0.1   1894.548500     13379.00
## 1972                NA         92      0.1   5734.443600     33815.00
## 1973                NA         33      0.8            NA           NA
## 1974              3.70         78      3.5     39.484473  19924522.00
## 1975              4.79         94      0.1  12245.256450  42981515.00
## 1976              7.50         72      3.7    965.669378     79628.00
## 1977              8.78         97      0.1   3385.696650   6489822.00
## 1978              7.78         96      0.1   5553.326230   4617225.00
## 1979              6.87         94      0.1            NA           NA
## 1980              5.23         96      3.4    987.445397  42486839.00
## 1981              1.54         99      0.1   4474.571700  11128246.00
## 1982              7.43         99      0.1            NA           NA
## 1983              5.82          8      0.2    287.415600   2539449.00
## 1984              3.35         94      0.1   2835.973972    816628.00
## 1985              8.15         95      0.1  52567.525680   4576794.00
## 1986              8.50         95      0.1  18169.189100      2474.00
## 1987              5.69         97      0.1   8318.429294   9474511.00
## 1988              6.70         98      0.1            NA           NA
## 1989              8.30         76      0.1   2187.794690     41458.00
## 1990              3.89         74      1.2            NA           NA
## 1991              5.47         97      0.1   4676.315183  21319685.00
## 1992              5.83         94      0.1   7863.162900   3322528.00
## 1993                NA         87      6.2    118.693830  15777451.00
## 1994              8.29         92      1.4   1157.342700    733821.00
## 1995              5.10         97      0.1            NA           NA
## 1996              2.59         38      2.4            NA           NA
## 1997              8.70         81      0.1    712.775759    411147.00
## 1998                NA         95      0.1  13666.583360   1977527.00
## 1999                NA         99      0.2  13566.954100           NA
## 2000              3.70         99      0.1    268.123657    149918.00
## 2001              4.44         96      0.1   1336.775376  29181832.00
## 2002              5.18         84      6.7   1233.524316     18978.00
## 2003              5.64         73     13.4    256.441487  18588758.00
## 2004              5.36         93      0.3   4166.933870     29157.00
## 2005              3.98          5      0.1            NA           NA
## 2006              7.90         85      0.1   1461.755200    376676.00
## 2007              4.29         73     13.2    458.884355   3574931.00
## 2008              7.84         99      0.1   1448.879580   9971727.00
## 2009              6.36         98      0.7    368.689980    465935.00
## 2010              4.85         94      0.1   4498.957270   1388115.00
## 2011              7.15         98      0.1   4256.912790   1761467.00
## 2012              4.28         97      0.1    174.669200     19228.00
## 2013              5.12         83      0.1   1253.391430  17415266.00
## 2014              4.32         52      0.1            NA           NA
## 2015              4.41          6      3.9    465.311876    926344.00
## 2016              3.93         96      0.1  53166.675810           NA
## 2017              1.15         93      0.1  23687.316890  82349925.00
## 2018              6.76         95      0.1            NA           NA
## 2019              9.12         92      0.1  28585.925400    284968.00
## 2020              6.10         83      0.2    829.758688     76569.00
## 2021              3.61         96      0.1   3658.638320    821817.00
## 2022              6.78         83      0.6   3595.885500    498946.00
## 2023              1.20         94      0.1   5458.121718   7381579.00
## 2024              3.66         95      0.1  33579.859480           NA
## 2025              5.58         76      6.9    566.513873   2567666.00
## 2026              4.60         94      0.4    218.259970  26937738.00
## 2027              8.32         93      0.1  23465.385590    198954.00
## 2028              8.35         95      0.2   1821.878734    191266.00
## 2029              8.25         98      0.1  35275.228430      1281.00
## 2030              2.61         65      0.1     51.656816  14161437.00
## 2031              9.21         95      0.1  56249.755500    296734.00
## 2032                NA          3      0.9            NA           NA
## 2033                NA         92      0.1            NA           NA
## 2034             13.71         77      0.1            NA           NA
## 2035                NA         47      4.4    348.381417     45461.00
## 2036              6.88         84      0.4   1753.349471    125478.00
## 2037              5.81         98      0.1    571.518830   2443659.00
## 2038              4.60         94      0.1   6269.581230           NA
## 2039              5.17         76      0.1            NA           NA
## 2040              9.56         91      0.1  31979.871950     31995.00
## 2041              2.52         98      0.1  22134.916000           NA
## 2042              2.86         81     10.0   8352.817110   1489193.00
## 2043              6.59         66      1.5    835.889980   1554989.00
## 2044              9.15         97      0.1   1889.213962   5396774.00
## 2045              7.46         93      0.8   2576.124957    746314.00
## 2046              5.89          9      0.2    681.792587  27649925.00
## 2047              4.18         67      1.1   1366.879112    718239.00
## 2048              4.10         38      2.6   1443.991929  19552542.00
## 2049              6.83         99      0.1            NA           NA
## 2050              6.66         75      0.7    375.581987   1764636.00
## 2051             13.76         84      0.1            NA           NA
## 2052              3.16         98      0.1  17959.178540           NA
## 2053              8.84         97      0.5   1815.489496     83521.00
## 2054              5.25         95      5.5   7645.214690    251339.00
## 2055              1.60         79      0.1   1214.556667     92325.00
## 2056              9.15         97      0.4   2136.773950   8657785.00
## 2057              5.20         64      0.1   4234.554443    189194.00
## 2058              7.72         88      3.5    147.586896      8942.00
## 2059              4.71         96     13.4   5714.479370   1914414.00
## 2060              6.65         98      0.9    199.571460     17813.00
## 2061              3.00         59      0.1   2351.812429  27697912.00
## 2062              7.11         86      0.8    788.632653    723868.00
## 2063              2.82         59      2.7     33.424498   9679745.00
## 2064             12.25         65      2.2    287.689194   5658379.00
## 2065              1.63         97      0.1            NA           NA
## 2066              2.51         98      0.1   9344.987518           NA
## 2067              6.25         63      2.2    391.791281    125128.00
## 2068              1.28         93      0.1  38538.644470   7229854.00
## 2069             11.97         98      0.1   6283.245220     96379.00
## 2070              4.68         82     18.1     43.979713   3145483.00
## 2071                NA         95      0.3   4136.689919    768514.00
## 2072              2.12         79      0.3            NA           NA
## 2073              7.60         99      0.1   4623.467120    121971.00
## 2074              6.30         83      0.1   1298.867660 122535969.00
## 2075              7.70         99      0.1   3623.476670 184738458.00
## 2076              4.36         95      0.1   1286.565110  17289224.00
## 2077             11.14         95      9.0   1281.516000    289928.00
## 2078              1.86         94      0.1  54797.546630   7437115.00
## 2079              2.61         72      0.1   1316.989660 185546257.00
## 2080              8.65         99      0.1   8553.384700 194895996.00
## 2081              7.46         96      0.1  27795.876710     74856.00
## 2082                NA         98      0.1   1922.413880    587482.00
## 2083              6.32         99      0.1    197.551233     32432.00
## 2084              8.68         89      0.1  44333.851800     32716.00
## 2085              5.43         39      3.1    177.285187    362863.00
## 2086              3.63         96      0.1  23573.628400           NA
## 2087              6.70         95      0.1   2741.115420           NA
## 2088              4.99         86      4.3   1738.882200   1562974.00
## 2089             11.83         38      1.5    227.779471   4739147.00
## 2090              3.56         98      0.8   1432.227943  26962563.00
## 2091              4.94         49      3.1    297.751944   1243229.00
## 2092              8.86          9      0.1  52473.113560    327386.00
## 2093              8.15         98      0.1  32816.168800    521314.00
## 2094              7.63         94      0.1   8161.369660    479947.00
## 2095              5.92         85      1.2   6858.163158    515148.00
## 2096              2.71         98      0.1  23792.677000           NA
## 2097              8.91         75      0.1   5424.223560   3863267.00
## 2098              6.25         99      0.9    879.475486     48225.00
## 2099              3.50         99      0.1    382.549940      2771.00
## 2100              9.12         96      0.1   4461.892510    318499.00
## 2101              9.90         95      0.1   5821.353970     73287.00
## 2102              5.48         78      0.1    253.724120   2495623.00
## 2103              4.69         81      7.2     12.989164  17899562.00
## 2104              2.71         81      0.3   3634.276850  24577511.00
## 2105              3.42         39      3.1    986.131770  13133589.00
## 2106             11.30         95      0.1   4792.652880     89825.00
## 2107              9.00         85      0.1    734.949246     85858.00
## 2108              6.60         41      5.1    462.486524     85492.00
## 2109              6.61         95      0.1   7296.122479   7492561.00
## 2110              5.78         92      0.4  19152.531000   1341588.00
## 2111              4.46         65      1.8            NA           NA
## 2112              6.47         66      1.5    777.347687     16667.00
## 2113              9.58         97      0.1   4457.676390      1287.00
## 2114              9.14         85      0.1   2599.596259   6127837.00
## 2115              2.23         76      0.1    747.981745   2145652.00
## 2116              6.90         98      0.1            NA           NA
## 2117              9.51         96      0.1   4458.776400    539574.00
## 2118              8.17         94      0.1    962.312164    335824.00
## 2119              3.89         54      0.1     48.615520    923825.00
## 2120              5.84         82      0.2    393.884352  26214847.00
## 2121              9.66         88      0.1   8199.414621    454528.00
## 2122              7.43         96      0.1            NA           NA
## 2123              3.40         79      0.1            NA   2325443.00
## 2124              9.40         98      0.1   1975.464770    613997.00
## 2125              4.10         97      0.1   1779.496410   2917456.00
## 2126              6.22         84      0.6    527.920000      5437.00
## 2127              5.61         88      0.1   2892.522663     11689.00
## 2128              4.17         88      5.0     92.816252    423724.00
## 2129              4.32         68      0.1    621.933720    611627.00
## 2130              6.10          9      0.2            NA           NA
## 2131              5.66         99      0.1   4414.723140    289592.00
## 2132              6.71         82      0.3    171.771491   1228848.00
## 2133              5.80         65      0.1   3942.982700    187665.00
## 2134              6.88         95      6.8    111.227396    155456.00
## 2135              6.38         93      0.1  19941.455320   1314545.00
## 2136              5.79         82      2.4     38.465780   8832285.00
## 2137              5.30         84      0.1   1842.444210     99184.00
## 2138             11.33         99      0.1   4381.288000  65342776.00
## 2139             11.25         94      0.1  61191.192630   5614932.00
## 2140              3.37         97      0.1    216.681584     19968.00
## 2141              3.81         98      0.1    837.699787     18797.00
## 2142              4.80         98      2.3   3719.973510   2728777.00
## 2143              8.45         92      0.1   3416.714830     23948.00
## 2144              6.93         97      0.1            NA           NA
## 2145              2.91         72      0.1   1586.254000  22983822.00
## 2146              3.46         97      0.1    586.836400           NA
## 2147              5.91         79      0.1   2472.197831    443958.00
## 2148              4.75         91      0.1    263.272360      9882.00
## 2149              3.80         99      0.1   8476.615110           NA
## 2150             11.70         98      0.1  59593.287110   9449213.00
## 2151              1.53         97      0.1   5354.653600   1669374.00
## 2152              3.96         82      4.9   1295.649726    252447.00
## 2153              6.17         97      0.1   3572.851300    233717.00
## 2154              3.86         89      0.3    193.741571  12852755.00
## 2155              3.23         74      1.3   1167.535689    347541.00
## 2156              3.58         42      7.3    449.961839     44423.00
## 2157              5.41         64      5.0    393.313824    135345.00
## 2158              7.76         99      0.1            NA           NA
## 2159                NA         99      0.1   3844.891230      2966.00
## 2160             11.15         96      0.1    522.951116   3325612.00
## 2161                NA         99      0.1    869.211938    137122.00
## 2162              4.23          4      4.1    135.762386   7462445.00
## 2163              9.30         95      0.1   3743.956930   1376133.00
## 2164              6.27         97      0.1    189.681557    339616.00
## 2165              7.88         85      0.1            NA           NA
## 2166              7.44         99      0.1  28951.155560    113562.00
## 2167              4.20          9      1.9     21.768798   3614639.00
## 2168              4.49         92      0.6   1495.963370    133144.00
## 2169              7.92         92      0.1   1158.282672     51679.00
## 2170              4.48         81      0.1    148.852738   1786638.00
## 2171              5.84         99      0.1     25.448414     37577.00
## 2172              1.70         97      0.1  23196.183750    155756.00
## 2173              1.57         98      0.1  45413.657100   6437499.00
## 2174              6.74         74      1.6    689.678423  14138216.00
## 2175              5.17         91      0.8   1373.515636     45216.00
## 2176              8.25         89      0.1   2775.895150           NA
## 2177              6.26         97      0.1   1175.788981     38927.00
## 2178              6.20         95      0.1            NA           NA
## 2179              5.20         91      0.1  12969.771200   4296739.00
## 2180              4.83         98      0.5   1996.719689  25914879.00
## 2181              7.00         97      0.1            NA           NA
## 2182              6.79         87      0.4    277.834380    139628.00
##      thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                      NA                 NA                           0.461
## 2                     1.3                1.3                           0.895
## 3                     6.9                6.8                           0.521
## 4                     1.2                1.2                           0.315
## 5                    18.3               18.8                           0.565
## 6                     1.1                1.0                           0.881
## 7                     2.2                2.1                           0.614
## 8                     0.3                0.2                           0.902
## 9                     1.2                1.1                           0.895
## 10                    0.8                0.8                           0.830
## 11                    3.4                3.2                           0.771
## 12                    5.7                5.9                           0.779
## 13                    9.4                9.3                           0.363
## 14                    5.1                4.9                           0.818
## 15                    6.2                6.1                           0.575
## 16                    5.7                5.5                           0.620
## 17                    6.7                6.5                           0.652
## 18                    1.5                1.4                           0.580
## 19                    7.3                7.2                           0.542
## 20                    1.1                1.1                           0.708
## 21                    0.1                0.1                           0.586
## 22                   15.6               16.3                           0.584
## 23                    5.1                4.7                           0.843
## 24                    4.0                4.0                           0.543
## 25                    2.3                2.4                           0.819
## 26                    7.2                7.2                           0.740
## 27                   13.2               13.5                           0.474
## 28                    3.8                3.8                           0.792
## 29                   14.5               14.6                           0.617
## 30                    0.1                0.1                           0.698
## 31                    0.9                1.0                           0.790
## 32                    1.1                9.9                           0.521
## 33                    5.9                5.4                           0.846
## 34                   13.7               13.5                           0.500
## 35                    2.1                2.1                           0.784
## 36                    2.3                2.4                           0.730
## 37                    6.3                6.1                           0.553
## 38                    9.0                8.9                           0.625
## 39                    4.0                3.7                           0.704
## 40                    1.8                1.8                           0.620
## 41                    3.8                3.8                           0.741
## 42                    1.2                1.1                           0.649
## 43                    5.5                5.3                           0.614
## 44                    2.5                2.5                           0.788
## 45                    3.9                3.9                           0.771
## 46                    2.0                1.9                           0.682
## 47                    8.6                8.5                           0.432
## 48                    2.5                2.7                           0.798
## 49                    2.4                2.2                           0.658
## 50                    9.3                9.1                           0.724
## 51                    1.7                1.9                           0.837
## 52                    9.5                9.3                              NA
## 53                    2.8                2.9                           0.708
## 54                   16.6               17.3                           0.000
## 55                    7.6                7.5                           0.454
## 56                    1.2                1.1                           0.440
## 57                    6.0                5.9                           0.690
## 58                    3.5                3.4                           0.700
## 59                    2.3                2.3                           0.799
## 60                    1.4                1.2                           0.620
## 61                    8.3                8.5                           0.706
## 62                    1.7                1.6                           0.750
## 63                    0.8                0.6                              NA
## 64                    9.0                9.2                           0.506
## 65                    0.1                0.1                           0.683
## 66                    1.0                0.9                           0.866
## 67                    1.3                1.0                           0.862
## 68                    5.9                5.4                           0.845
## 69                    9.0                9.0                           0.406
## 70                    1.0                9.7                           0.646
## 71                    4.8                4.5                           0.830
## 72                    8.7                8.6                           0.366
## 73                   19.7               19.9                           0.373
## 74                    3.4                3.6                              NA
## 75                    1.0                9.7                           0.622
## 76                    0.7                0.7                           0.934
## 77                    5.6                5.4                           0.467
## 78                   15.3               15.5                           0.677
## 79                    3.9                3.9                           0.737
## 80                    5.6                5.4                           0.618
## 81                    1.1                1.1                           0.877
## 82                    9.4                9.7                           0.640
## 83                    1.4                1.5                           0.793
## 84                    2.2                2.3                           0.815
## 85                    3.5                3.3                           0.692
## 86                    4.3                4.3                           0.735
## 87                    4.5                4.5                           0.450
## 88                    9.9                9.9                           0.329
## 89                    5.8                5.5                           0.719
## 90                    6.9                6.8                           0.765
## 91                    8.3                8.3                           0.372
## 92                   11.6               11.9                           0.401
## 93                    3.2                3.4                              NA
## 94                    0.7                0.7                           0.941
## 95                    2.0                1.9                           0.597
## 96                    5.5                5.3                           0.633
## 97                    2.5                2.5                           0.788
## 98                    7.3                7.3                           0.414
## 99                    0.2                0.1                           0.572
## 100                   5.7                6.1                           0.762
## 101                   7.6                7.3                           0.581
## 102                   6.6                6.4                              NA
## 103                   0.7                0.5                              NA
## 104                   0.7                0.7                           0.899
## 105                  11.4               11.3                           0.415
## 106                   0.9                1.0                           0.815
## 107                   1.4                1.3                           0.477
## 108                   0.7                0.6                           0.894
## 109                   5.9                6.3                           0.728
## 110                   1.2                1.1                           0.554
## 111                   2.6                2.8                           0.742
## 112                   8.8                8.5                           0.496
## 113                   7.1                6.9                           0.795
## 114                  11.6               11.7                           0.445
## 115                   2.1                2.1                           0.654
## 116                   2.8                2.9                           0.728
## 117                   0.2                0.1                              NA
## 118                   0.8                0.7                           0.821
## 119                   1.5                1.5                           0.780
## 120                   0.2                0.2                           0.688
## 121                   0.2                0.1                           0.700
## 122                   3.5                3.5                           0.723
## 123                   0.8                0.7                           0.860
## 124                   2.6                2.6                           0.717
## 125                  21.8               22.2                           0.457
## 126                   0.3                0.2                           0.880
## 127                  13.2               13.4                           0.493
## 128                   7.8                7.6                           0.550
## 129                   2.6                2.8                           0.734
## 130                   4.8                4.5                           0.808
## 131                   2.6                2.8                           0.735
## 132                   1.7                1.9                           0.860
## 133                   8.6                8.8                           0.502
## 134                   6.6                6.5                           0.540
## 135                   7.7                7.6                           0.388
## 136                   2.5                2.2                           0.659
## 137                   0.8                0.6                              NA
## 138                   7.2                7.3                           0.761
## 139                  13.3               13.6                           0.445
## 140                   0.9                1.0                           0.849
## 141                   1.1                1.0                           0.333
## 142                   6.5                6.3                           0.624
## 143                   0.8                0.7                              NA
## 144                  13.7               13.7                           0.559
## 145                   8.8                8.6                           0.646
## 146                   1.5                1.3                           0.906
## 147                   9.4                9.4                           0.407
## 148                  11.2               11.0                           0.298
## 149                   2.1                2.2                           0.822
## 150                   9.1                9.3                           0.666
## 151                   6.5                6.4                           0.531
## 152                   0.9                0.9                           0.796
## 153                   3.5                4.0                           0.722
## 154                   0.9                0.9                           0.877
## 155                   6.6                6.5                           0.646
## 156                   1.7                1.4                           0.866
## 157                   0.1                0.1                           0.693
## 158                   4.9                4.9                              NA
## 159                   6.5                6.4                           0.722
## 160                   5.2                4.9                           0.813
## 161                   5.3                5.3                              NA
## 162                   2.4                2.5                           0.807
## 163                   3.6                3.4                           0.686
## 164                   1.1                1.1                           0.877
## 165                  18.3               19.0                           0.446
## 166                  15.3               15.3                           0.746
## 167                   1.5                1.5                           0.312
## 168                   0.6                0.5                           0.871
## 169                   8.6                8.5                           0.456
## 170                   1.5                1.0                              NA
## 171                   1.9                1.8                           0.785
## 172                   7.7                7.7                           0.738
## 173                  11.3               11.5                           0.495
## 174                   7.3                7.3                           0.742
## 175                   2.3                2.2                           0.646
## 176                   2.5                2.4                           0.577
## 177                   1.0                9.7                           0.625
## 178                   1.3                1.4                           0.292
## 179                   1.8                1.7                           0.738
## 180                   7.8                7.6                           0.845
## 181                   8.3                8.3                           0.596
## 182                   2.0                1.9                           0.628
## 183                   7.8                7.8                           0.396
## 184                   0.9                0.8                           0.878
## 185                   7.8                7.7                           0.491
## 186                   5.7                6.0                           0.766
## 187                   2.0                1.8                           0.680
## 188                   6.1                5.9                           0.813
## 189                   1.7                1.3                           0.000
## 190                   1.7                1.7                           0.768
## 191                   0.8                0.5                              NA
## 192                   3.9                3.9                           0.737
## 193                   1.0                9.9                           0.463
## 194                   3.4                3.4                           0.685
## 195                   7.7                7.6                           0.500
## 196                   3.9                3.3                           0.703
## 197                   1.3                1.2                           0.698
## 198                   3.2                3.3                           0.632
## 199                   1.6                1.5                           0.770
## 200                   8.3                8.2                           0.506
## 201                   3.2                3.1                           0.636
## 202                   1.3                1.3                           0.890
## 203                   9.4                9.6                           0.516
## 204                   8.5                8.2                           0.517
## 205                   2.9                2.8                           0.724
## 206                   7.9                7.8                           0.448
## 207                   3.7                3.6                           0.678
## 208                   5.1                5.0                           0.668
## 209                   4.9                5.9                           0.660
## 210                   2.0                2.0                           0.775
## 211                   8.7                8.3                           0.507
## 212                   6.4                6.1                           0.698
## 213                   7.0                6.9                           0.479
## 214                   1.5                1.4                           0.306
## 215                   2.7                2.8                           0.755
## 216                   7.1                6.9                           0.646
## 217                  12.8               13.0                           0.552
## 218                   1.7                1.6                           0.738
## 219                   5.7                5.5                           0.727
## 220                   3.2                3.3                           0.000
## 221                   2.2                2.2                           0.814
## 222                   8.4                8.4                           0.376
## 223                   3.4                3.4                           0.000
## 224                   0.2                0.2                           0.671
## 225                   5.7                6.1                           0.744
## 226                   1.9                1.8                           0.703
## 227                   7.9                7.8                           0.443
## 228                   3.2                3.2                           0.620
## 229                   3.3                3.3                           0.647
## 230                   0.6                0.6                           0.927
## 231                   1.7                1.6                           0.803
## 232                   8.0                8.0                           0.385
## 233                   5.4                5.1                           0.643
## 234                   6.8                6.7                              NA
## 235                  11.2               11.3                           0.618
## 236                   0.2                0.2                           0.629
## 237                  11.0               11.2                           0.434
## 238                   2.0                2.0                           0.836
## 239                   5.6                5.5                           0.460
## 240                   2.0                1.9                           0.756
## 241                   2.7                2.9                           0.714
## 242                   5.4                5.6                           0.523
## 243                   5.2                5.2                              NA
## 244                   6.7                6.5                           0.426
## 245                   7.8                7.9                           0.660
## 246                   1.9                1.8                           0.567
## 247                   3.6                3.6                           0.593
## 248                   7.5                7.4                              NA
## 249                   1.9                1.9                           0.787
## 250                   2.0                2.0                           0.795
## 251                   5.2                4.9                           0.855
## 252                   1.5                1.4                           0.439
## 253                   2.8                2.7                           0.551
## 254                   0.2                0.2                           0.659
## 255                   2.3                2.4                           0.637
## 256                  14.3               14.5                           0.622
## 257                   3.3                3.2                           0.788
## 258                   5.5                5.3                           0.565
## 259                   4.7                4.6                           0.000
## 260                   5.1                5.2                              NA
## 261                   0.3                0.2                           0.908
## 262                    NA                 NA                           0.409
## 263                   3.6                3.7                           0.617
## 264                   3.0                3.2                              NA
## 265                   3.2                3.6                           0.766
## 266                   1.5                1.5                           0.582
## 267                   2.5                2.6                           0.000
## 268                   0.4                0.3                           0.936
## 269                   1.7                1.6                           0.000
## 270                   2.4                2.5                           0.793
## 271                   0.5                0.4                           0.920
## 272                   1.3                1.2                           0.710
## 273                   4.9                4.7                           0.754
## 274                  13.9               13.8                           0.475
## 275                   3.9                3.8                           0.730
## 276                   2.9                2.9                           0.671
## 277                   5.4                5.2                           0.603
## 278                   1.9                1.8                           0.694
## 279                   6.4                6.3                           0.575
## 280                  16.1               16.7                           0.581
## 281                   5.6                5.4                           0.603
## 282                  15.7               16.1                           0.555
## 283                   0.2                0.2                           0.625
## 284                  17.3               18.1                           0.000
## 285                   9.3                9.3                           0.405
## 286                   7.6                7.6                           0.000
## 287                   1.0                0.9                           0.906
## 288                   0.3                0.2                           0.889
## 289                   4.9                4.8                           0.764
## 290                   3.0                3.1                           0.697
## 291                   4.2                4.2                           0.000
## 292                   1.0                0.9                           0.823
## 293                   1.2                1.1                           0.000
## 294                   2.1                2.0                           0.820
## 295                   8.6                8.5                           0.489
## 296                   3.5                3.4                           0.000
## 297                   5.8                5.6                           0.613
## 298                    NA                 NA                           0.000
## 299                   1.3                1.3                           0.470
## 300                   6.9                7.1                           0.371
## 301                   6.5                6.4                           0.662
## 302                   0.1                0.1                           0.581
## 303                   0.9                1.0                           0.836
## 304                   1.6                1.6                           0.000
## 305                   5.1                4.9                           0.831
## 306                  15.3               15.2                           0.752
## 307                   2.8                2.9                           0.703
## 308                   1.9                1.8                           0.780
## 309                   0.6                0.5                           0.825
## 310                   2.0                2.0                           0.787
## 311                   4.8                4.7                           0.000
## 312                   2.7                2.7                           0.676
## 313                   1.0                0.9                           0.889
## 314                   5.9                5.9                           0.485
## 315                   0.7                0.5                           0.824
## 316                   0.1                0.1                              NA
## 317                   4.9                4.7                           0.715
## 318                  15.4               15.5                           0.718
## 319                   8.9                8.9                           0.572
## 320                   7.1                7.0                           0.467
## 321                   2.1                2.1                           0.662
## 322                   2.7               21.1                           0.513
## 323                   2.1                2.1                           0.623
## 324                   5.9                6.2                           0.774
## 325                   1.2                1.0                           0.776
## 326                   2.3                2.5                           0.338
## 327                   6.1                6.0                           0.820
## 328                   9.9                9.9                           0.503
## 329                   4.9                4.8                           0.709
## 330                   9.9                9.9                           0.315
## 331                   4.8                4.8                           0.766
## 332                   0.9                0.8                           0.869
## 333                   9.8                9.6                           0.715
## 334                   2.1                2.7                           0.491
## 335                    NA                 NA                           0.000
## 336                   0.6                0.5                           0.858
## 337                   2.3                2.3                           0.597
## 338                   1.1                1.2                           0.512
## 339                   3.4                3.4                           0.706
## 340                   7.4                7.5                           0.452
## 341                  12.1               12.0                           0.270
## 342                  13.0               13.2                           0.533
## 343                   5.1                4.9                           0.824
## 344                   2.4                2.5                           0.754
## 345                   4.3                4.3                           0.455
## 346                   1.7                1.5                           0.870
## 347                  19.2               19.3                           0.405
## 348                   2.5                2.5                           0.788
## 349                  15.4               15.5                           0.725
## 350                   7.7                7.8                           0.666
## 351                   0.3                0.3                           0.899
## 352                   6.7                6.6                           0.518
## 353                   2.0                2.1                           0.668
## 354                  18.8               18.9                           0.433
## 355                   1.7                1.7                           0.775
## 356                   3.5                3.4                           0.700
## 357                   1.3                1.3                           0.453
## 358                   8.5                8.4                           0.398
## 359                   1.2                1.2                           0.842
## 360                  14.1               14.2                           0.651
## 361                   0.8                0.7                           0.948
## 362                   0.5                0.6                           0.877
## 363                   6.5                6.4                           0.561
## 364                   1.9               11.1                           0.603
## 365                   2.5                2.6                           0.000
## 366                   5.4                5.1                           0.636
## 367                   3.4                3.2                           0.732
## 368                   2.8                3.0                           0.694
## 369                   2.2                2.2                           0.611
## 370                   7.1                7.1                           0.636
## 371                   8.9                8.8                           0.404
## 372                   2.2                2.7                           0.521
## 373                  13.6               13.6                           0.701
## 374                   0.8                0.5                              NA
## 375                   1.6                1.5                           0.808
## 376                   1.2                1.2                           0.614
## 377                   0.3                0.3                           0.862
## 378                  11.3               11.0                           0.362
## 379                   8.5                8.3                           0.487
## 380                  11.4               11.3                           0.293
## 381                   1.7                1.4                           0.860
## 382                   7.1                7.0                           0.436
## 383                   1.0                9.7                           0.636
## 384                   0.8                0.8                           0.847
## 385                   1.3                1.2                           0.702
## 386                   3.3                3.4                           0.656
## 387                   1.6                1.7                           0.427
## 388                   1.4                1.2                           0.682
## 389                   7.8                7.6                           0.451
## 390                   1.0                1.0                           0.895
## 391                   1.6                1.6                           0.713
## 392                   7.0                6.9                              NA
## 393                   4.8                4.5                           0.807
## 394                   1.7                1.4                           0.863
## 395                   2.3                2.3                           0.746
## 396                   0.7                0.6                           0.792
## 397                   1.8                1.8                           0.714
## 398                   6.3                5.8                           0.837
## 399                   0.8                0.8                           0.820
## 400                   0.8                0.7                           0.826
## 401                   7.8                7.8                           0.421
## 402                   1.5                1.0                              NA
## 403                   1.3                1.3                           0.898
## 404                   2.1                2.2                           0.755
## 405                   3.5                3.4                           0.799
## 406                   3.5                3.3                           0.694
## 407                   1.9                1.9                           0.629
## 408                   1.2                1.1                           0.636
## 409                   7.5                7.4                           0.818
## 410                   1.5                1.5                           0.459
## 411                   3.2                3.0                           0.791
## 412                   4.8                4.5                           0.809
## 413                   5.5                5.3                           0.636
## 414                   1.5                1.4                           0.607
## 415                   1.8                1.7                           0.642
## 416                   1.7                1.5                           0.444
## 417                   0.7                0.6                           0.921
## 418                   7.3                7.2                           0.508
## 419                   3.6                3.6                           0.000
## 420                   7.2                7.0                           0.465
## 421                  13.6               13.4                           0.499
## 422                   3.8                3.8                           0.736
## 423                   3.2                3.7                           0.755
## 424                   3.2                3.3                           0.000
## 425                   1.7                1.9                           0.872
## 426                   7.9                7.9                           0.319
## 427                   2.5                2.7                           0.784
## 428                   2.2                2.3                           0.798
## 429                   3.4                3.3                           0.719
## 430                  17.6               18.2                           0.469
## 431                   8.3                8.2                           0.531
## 432                   8.1                8.1                           0.377
## 433                  17.9               18.3                           0.575
## 434                  18.9               19.6                           0.000
## 435                   7.4                7.4                           0.804
## 436                   6.2                6.0                           0.794
## 437                   5.1                5.2                           0.526
## 438                   7.6                7.7                           0.318
## 439                   0.1                0.1                              NA
## 440                   3.5                3.4                           0.612
## 441                   2.8                3.0                              NA
## 442                   2.2                2.2                           0.812
## 443                   2.0                1.7                           0.899
## 444                   3.4                3.3                           0.796
## 445                   7.5                7.4                           0.504
## 446                   0.1                0.1                           0.718
## 447                   8.8                8.5                           0.396
## 448                   6.3                6.2                           0.669
## 449                   1.0                1.1                           0.494
## 450                   2.0                2.1                              NA
## 451                  13.1               13.4                           0.504
## 452                   7.5                7.8                           0.704
## 453                   5.6                5.5                           0.451
## 454                   3.0                3.1                           0.673
## 455                   4.7                4.7                           0.752
## 456                   0.8                0.8                           0.861
## 457                   1.5                1.5                           0.820
## 458                   4.1                4.1                           0.535
## 459                   0.2                0.2                           0.677
## 460                   4.0                4.0                           0.700
## 461                   0.2                0.2                           0.640
## 462                   3.0                3.3                           0.795
## 463                   3.6                3.7                           0.625
## 464                   5.5                5.4                           0.748
## 465                   9.2                9.1                           0.426
## 466                   7.5                7.5                              NA
## 467                   1.2                1.1                           0.771
## 468                   6.4                5.9                           0.834
## 469                   8.0                7.8                           0.536
## 470                   2.1                2.1                           0.767
## 471                   9.0                8.6                           0.497
## 472                   8.1                8.1                              NA
## 473                   1.0                1.0                           0.890
## 474                   2.0                1.9                           0.692
## 475                   9.3                8.8                           0.356
## 476                   2.6                2.6                           0.720
## 477                   7.7                7.6                           0.394
## 478                   4.7                4.7                           0.746
## 479                   4.0                3.9                           0.766
## 480                   5.7                5.6                           0.483
## 481                   3.6                3.5                           0.000
## 482                   2.9                3.0                           0.812
## 483                   5.7                6.1                           0.755
## 484                   2.1                1.9                           0.712
## 485                   1.0                0.9                           0.923
## 486                   7.7                7.7                           0.361
## 487                   7.2                7.3                           0.452
## 488                  11.1                1.9                              NA
## 489                  16.9               17.4                           0.502
## 490                   1.8                1.7                           0.435
## 491                   2.4                2.5                           0.734
## 492                   2.1                2.2                           0.812
## 493                  13.5               16.1                           0.613
## 494                   1.3                1.3                           0.596
## 495                   4.0                3.7                           0.706
## 496                   1.4                1.3                           0.542
## 497                   6.8                6.7                           0.643
## 498                   0.3                0.2                           0.907
## 499                   2.5                2.6                           0.725
## 500                   1.8                1.7                           0.630
## 501                  14.7               15.7                           0.633
## 502                  19.5                2.1                           0.513
## 503                   8.8                8.6                           0.508
## 504                   5.6                5.3                           0.607
## 505                   1.5                1.4                           0.592
## 506                   0.7                0.6                              NA
## 507                   2.1                1.9                           0.724
## 508                   8.1                8.0                           0.602
## 509                   6.9                6.8                           0.554
## 510                   5.2                5.0                           0.808
## 511                   8.1                8.0                           0.473
## 512                   3.8                3.8                           0.749
## 513                   7.4                7.7                           0.686
## 514                   4.3                4.3                           0.735
## 515                   1.5                1.0                              NA
## 516                   2.3                2.4                           0.792
## 517                   2.4                2.3                           0.642
## 518                   7.7                7.7                           0.000
## 519                   4.3                4.4                           0.717
## 520                   8.9                8.8                           0.580
## 521                   1.9                2.1                           0.850
## 522                   0.5                0.5                           0.909
## 523                   8.8                8.7                           0.428
## 524                   8.9                8.7                           0.476
## 525                   3.0                3.1                           0.664
## 526                   3.4                3.3                           0.788
## 527                  13.3               13.7                           0.417
## 528                   1.0                0.9                           0.826
## 529                   7.7                7.6                              NA
## 530                  11.7               11.6                           0.298
## 531                   3.8                3.7                           0.353
## 532                   7.0                7.0                           0.382
## 533                  11.6               11.6                           0.599
## 534                   7.0                7.0                           0.765
## 535                   3.5                3.4                           0.720
## 536                   1.7                1.7                           0.762
## 537                   1.4                1.4                           0.564
## 538                   6.3                6.3                           0.706
## 539                    NA                 NA                           0.478
## 540                  11.0                1.9                           0.291
## 541                   8.5                8.4                           0.582
## 542                  15.4               15.5                           0.697
## 543                   7.4                7.3                           0.451
## 544                   2.9                2.9                           0.000
## 545                   4.0                3.7                           0.719
## 546                  15.2               15.4                           0.556
## 547                  15.9               16.5                           0.589
## 548                   1.1                0.9                           0.906
## 549                   1.9                1.8                           0.644
## 550                   5.1                4.9                           0.829
## 551                   7.7                7.6                           0.441
## 552                   1.9                2.0                           0.852
## 553                   7.9                7.7                           0.541
## 554                   1.6                1.5                           0.754
## 555                   0.5                0.4                           0.897
## 556                   9.2                9.2                           0.480
## 557                   3.8                3.7                           0.651
## 558                  16.3               19.1                           0.635
## 559                   8.8                8.7                           0.405
## 560                   1.7                1.6                           0.688
## 561                   8.0                7.9                           0.405
## 562                   6.6                6.6                           0.646
## 563                   7.1                7.1                              NA
## 564                   3.2                3.2                           0.000
## 565                   6.6                6.6                           0.427
## 566                   2.1                2.1                           0.889
## 567                   2.7               21.3                           0.468
## 568                   5.9                5.9                              NA
## 569                   7.3                7.2                           0.459
## 570                   4.8                4.9                           0.534
## 571                   1.9                1.9                           0.781
## 572                   0.1                0.1                           0.589
## 573                   1.1                0.9                           0.910
## 574                   6.8                6.8                           0.404
## 575                   0.3                0.3                           0.873
## 576                   9.7                9.7                           0.319
## 577                   2.3                2.1                           0.669
## 578                   0.8                0.8                           0.869
## 579                   7.8                7.6                              NA
## 580                   1.0                0.9                           0.792
## 581                   1.3                1.4                           0.468
## 582                   1.3                1.1                           0.331
## 583                   7.0                6.8                           0.464
## 584                   2.1                2.2                           0.835
## 585                   9.4                9.3                           0.562
## 586                   0.9                1.0                           0.823
## 587                   2.1                2.0                           0.820
## 588                   2.8                2.8                           0.688
## 589                   5.9                6.3                           0.733
## 590                   3.4                3.3                           0.692
## 591                   1.6                1.5                           0.579
## 592                   2.3                2.5                           0.763
## 593                   5.7                5.5                           0.559
## 594                   1.8                1.5                           0.880
## 595                   1.6                1.5                           0.760
## 596                   0.2                0.2                           0.640
## 597                   1.0                1.0                           0.854
## 598                   0.9                0.8                           0.856
## 599                   2.0                1.9                           0.679
## 600                   1.3                1.4                           0.813
## 601                   0.8                0.7                           0.924
## 602                   1.0                9.7                           0.679
## 603                   0.3                0.2                           0.920
## 604                   0.7                0.7                           0.797
## 605                   1.3                1.3                           0.895
## 606                   3.0                3.1                           0.673
## 607                   9.6                9.5                           0.343
## 608                   6.6                6.5                           0.596
## 609                   2.6                2.8                           0.749
## 610                   6.8                6.7                           0.424
## 611                   7.8                7.8                           0.615
## 612                   1.3                1.1                           0.725
## 613                   0.6                0.5                           0.889
## 614                   5.7                5.7                           0.507
## 615                   1.2                1.1                           0.878
## 616                   5.8                5.8                           0.488
## 617                   1.9                2.0                              NA
## 618                   8.5                8.5                           0.582
## 619                   3.8                3.8                           0.739
## 620                   8.0                7.9                           0.391
## 621                   1.7                1.9                           0.848
## 622                  12.9               13.1                           0.547
## 623                   5.6                5.5                           0.514
## 624                   9.5                9.5                           0.587
## 625                   0.3                0.3                           0.895
## 626                   0.8                0.8                           0.865
## 627                   8.1                7.9                           0.421
## 628                   1.9                1.8                           0.740
## 629                   0.8                0.7                           0.779
## 630                   7.9                7.9                              NA
## 631                   3.9                3.9                           0.490
## 632                   5.9                5.8                           0.602
## 633                   8.6                8.6                           0.371
## 634                    NA                 NA                           0.403
## 635                   1.0                0.9                           0.874
## 636                   0.7                0.5                           0.841
## 637                   6.7                6.5                              NA
## 638                   2.5               21.1                           0.476
## 639                  19.1               19.7                           0.523
## 640                  14.4               14.5                           0.625
## 641                   0.6                0.5                           0.837
## 642                   2.2                2.1                           0.917
## 643                   6.3                6.3                           0.689
## 644                   7.4                7.3                           0.431
## 645                   0.6                0.4                           0.895
## 646                   1.0                9.7                           0.669
## 647                   0.7                0.7                           0.936
## 648                   7.1                7.1                           0.511
## 649                   5.6                5.4                           0.755
## 650                   0.5                0.5                           0.841
## 651                   2.4                2.4                           0.723
## 652                   5.4                5.1                           0.638
## 653                   0.9                0.9                           0.887
## 654                   2.1                2.1                           0.746
## 655                   3.4                3.3                           0.773
## 656                   1.0                9.9                           0.593
## 657                   7.8                7.6                           0.779
## 658                   1.6                1.5                           0.000
## 659                   1.5                1.4                           0.794
## 660                   1.6                1.1                              NA
## 661                   1.2                1.1                           0.883
## 662                   0.2                0.2                           0.000
## 663                  14.5               17.1                           0.620
## 664                   1.4                1.4                           0.570
## 665                   5.8                6.0                           0.778
## 666                   3.3                3.2                           0.790
## 667                   0.6                0.6                           0.890
## 668                   6.4                6.3                           0.720
## 669                   1.8                1.8                           0.804
## 670                   7.2                7.3                           0.773
## 671                   0.3                0.3                           0.891
## 672                   1.1                1.1                           0.916
## 673                   8.0                8.0                           0.673
## 674                   5.4                5.4                              NA
## 675                  19.3               19.9                           0.520
## 676                   3.5                3.4                           0.684
## 677                   3.4                3.4                           0.705
## 678                   3.2                3.1                           0.787
## 679                   1.9                1.9                           0.765
## 680                   4.6                4.7                           0.444
## 681                  11.0               11.2                           0.533
## 682                   7.9                7.5                           0.557
## 683                   9.7                9.8                           0.509
## 684                   0.8                0.7                           0.918
## 685                   8.1                8.0                           0.392
## 686                  15.7               16.2                           0.596
## 687                   1.9               11.0                           0.553
## 688                   3.3                3.2                           0.623
## 689                   7.0                6.8                           0.742
## 690                   7.1                6.9                           0.796
## 691                  19.0               19.1                           0.415
## 692                   1.9                1.9                           0.863
## 693                   1.5                1.4                           0.823
## 694                   4.1                3.8                           0.698
## 695                   1.3                1.3                           0.602
## 696                   1.2                1.3                           0.761
## 697                   3.6                3.5                           0.000
## 698                   3.3                3.3                           0.607
## 699                   7.3                7.2                           0.450
## 700                   7.4                7.4                           0.424
## 701                   1.0                9.6                           0.618
## 702                   3.3                3.3                           0.781
## 703                   2.2                2.3                           0.805
## 704                   6.8                6.2                           0.819
## 705                   1.7                1.6                           0.747
## 706                  11.1               11.4                           0.520
## 707                   0.6                0.5                           0.877
## 708                   8.2                8.1                              NA
## 709                   3.5                3.5                           0.722
## 710                   2.5                2.5                           0.790
## 711                   7.6                7.6                           0.385
## 712                   5.0                4.6                           0.825
## 713                   9.1                9.1                           0.348
## 714                   0.3                0.3                           0.857
## 715                   1.5                1.5                           0.422
## 716                    NA                 NA                           0.394
## 717                   1.3                1.3                           0.589
## 718                  19.8                2.2                           0.529
## 719                   1.1                1.1                           0.737
## 720                   6.2                6.1                           0.673
## 721                   4.3                4.2                           0.741
## 722                   0.8                0.7                           0.859
## 723                   4.2                3.9                           0.687
## 724                   6.3                6.3                           0.701
## 725                  13.7               13.6                           0.494
## 726                   0.9                1.0                           0.829
## 727                   5.5                5.3                           0.495
## 728                   9.5                9.4                           0.468
## 729                   1.8                1.7                           0.725
## 730                   5.0                4.8                           0.705
## 731                   1.9                1.9                           0.765
## 732                   2.0                2.1                           0.787
## 733                   9.5                9.3                           0.723
## 734                   6.1                6.4                           0.767
## 735                   0.9                0.9                           0.884
## 736                   0.8                0.7                           0.945
## 737                   3.8                4.2                           0.708
## 738                   2.8                2.8                           0.716
## 739                   0.7                0.5                           0.793
## 740                   1.7                1.7                           0.800
## 741                   2.5                2.5                           0.790
## 742                   5.7                5.5                           0.735
## 743                   2.0                2.0                           0.749
## 744                   1.6                1.6                           0.676
## 745                   2.8                2.7                           0.734
## 746                   4.8                4.5                           0.826
## 747                   3.5                3.4                           0.668
## 748                   3.7                3.8                           0.601
## 749                   0.2                0.2                           0.616
## 750                   0.5                0.4                           0.898
## 751                   9.8                9.3                           0.334
## 752                   6.8                6.6                           0.588
## 753                   3.4                3.3                           0.705
## 754                   3.2                3.1                           0.636
## 755                   2.4                2.3                           0.632
## 756                   2.8                2.8                           0.742
## 757                   2.3                2.5                           0.773
## 758                   5.8                5.3                           0.852
## 759                   8.8                8.8                           0.361
## 760                   8.2                8.2                           0.380
## 761                   3.5                3.5                           0.000
## 762                   7.2                7.2                           0.509
## 763                   0.9                1.0                           0.826
## 764                   2.3                2.0                           0.683
## 765                   6.9                7.1                           0.502
## 766                   5.9                6.0                              NA
## 767                   8.7                8.6                           0.394
## 768                   5.9                6.3                           0.739
## 769                  19.2               19.9                           0.000
## 770                  13.1               13.1                           0.565
## 771                   2.1                2.0                           0.615
## 772                   2.2                2.3                           0.729
## 773                   6.4                6.3                           0.667
## 774                   2.0                2.1                           0.732
## 775                   3.8                3.8                           0.000
## 776                    NA                 NA                           0.000
## 777                   6.1                6.0                           0.812
## 778                   0.8                0.7                           0.931
## 779                   6.2                6.2                           0.453
## 780                   6.6                6.4                           0.543
## 781                   0.9                0.9                           0.847
## 782                   2.2                2.3                              NA
## 783                   8.4                8.2                           0.661
## 784                   0.1                0.1                           0.703
## 785                   7.5                7.7                           0.679
## 786                   2.1                1.8                           0.902
## 787                  14.0               14.0                           0.444
## 788                   1.6                1.6                           0.714
## 789                   3.2                3.1                           0.789
## 790                   8.1                8.1                           0.499
## 791                   0.6                0.5                           0.849
## 792                   1.5                1.3                           0.446
## 793                   0.2                0.2                           0.633
## 794                   1.2                1.2                           0.609
## 795                   3.3                3.3                           0.683
## 796                   4.0                4.0                           0.470
## 797                   7.2                7.1                           0.640
## 798                   2.5                2.5                           0.709
## 799                  17.5               17.5                           0.476
## 800                   1.9                1.9                           0.700
## 801                   6.1                6.1                           0.464
## 802                   3.8                3.8                           0.779
## 803                   2.2                2.3                           0.693
## 804                   7.7                7.6                           0.519
## 805                   2.4                2.5                           0.774
## 806                   2.5                2.6                           0.588
## 807                   8.7                8.7                           0.268
## 808                   2.2                2.3                           0.686
## 809                   0.7                0.6                              NA
## 810                   5.7                5.7                              NA
## 811                   5.6                5.4                           0.470
## 812                   2.2                2.3                           0.755
## 813                  12.0               12.0                           0.484
## 814                   1.3                1.3                           0.465
## 815                   8.3                8.1                           0.491
## 816                   8.3                7.9                           0.545
## 817                   2.8                2.8                           0.686
## 818                    NA                 NA                           0.000
## 819                   1.7                1.6                           0.662
## 820                   8.5                8.5                           0.370
## 821                   3.2                3.3                           0.000
## 822                   8.6                8.5                           0.523
## 823                   8.3                8.3                              NA
## 824                   1.7                1.7                           0.869
## 825                   5.5                5.2                           0.616
## 826                   8.0                7.6                           0.558
## 827                   7.2                6.9                           0.000
## 828                   2.2                2.2                           0.769
## 829                   6.1                6.3                           0.514
## 830                   1.5                1.5                           0.308
## 831                   1.4                1.3                           0.610
## 832                   7.4                7.4                           0.398
## 833                   6.5                6.4                           0.464
## 834                   2.7                2.9                              NA
## 835                   1.2                1.2                           0.492
## 836                   1.7                1.9                           0.837
## 837                   8.2                8.1                           0.466
## 838                  13.7               13.8                           0.683
## 839                   3.5                3.5                           0.000
## 840                   4.3                4.3                           0.541
## 841                   6.3                6.2                           0.623
## 842                   0.8                0.6                              NA
## 843                   9.7                9.5                              NA
## 844                   1.7                1.7                           0.000
## 845                   5.3                5.1                           0.649
## 846                   0.2                0.2                           0.622
## 847                   6.3                6.3                           0.473
## 848                   1.9                2.0                           0.833
## 849                  11.5               11.4                           0.000
## 850                   6.5                6.4                           0.636
## 851                   7.2                7.4                           0.343
## 852                   2.8                2.9                           0.719
## 853                   8.5                8.6                           0.700
## 854                   1.9                1.8                           0.607
## 855                   1.0                1.0                           0.306
## 856                   1.8                1.9                              NA
## 857                   1.0                0.9                           0.860
## 858                   0.9                1.0                           0.844
## 859                   3.7                3.7                           0.372
## 860                   7.0                6.9                           0.416
## 861                   7.6                7.5                           0.503
## 862                   1.0                0.9                           0.873
## 863                   7.8                7.5                           0.513
## 864                   1.0                0.9                           0.922
## 865                   3.6                3.5                           0.666
## 866                   9.0                8.9                           0.268
## 867                   4.0                3.9                           0.706
## 868                   7.3                8.9                           0.630
## 869                   1.5                1.0                              NA
## 870                   2.0                2.1                           0.843
## 871                   6.0                5.9                           0.705
## 872                   2.7                2.7                           0.716
## 873                   6.3                6.1                           0.663
## 874                   6.3                6.1                           0.646
## 875                   0.2                0.2                           0.617
## 876                   1.8                1.7                           0.651
## 877                   9.3                9.6                           0.649
## 878                   0.5                0.3                           0.932
## 879                   3.1                3.1                           0.642
## 880                   0.2                0.2                           0.641
## 881                   0.7                0.5                           0.827
## 882                   7.0                6.9                           0.769
## 883                   5.1                4.9                           0.823
## 884                  19.7                2.3                           0.506
## 885                   8.5                8.4                           0.483
## 886                   6.5                6.4                           0.459
## 887                   6.3                6.3                           0.710
## 888                   0.1                0.1                           0.694
## 889                   1.2                1.2                           0.693
## 890                   1.7                1.9                           0.833
## 891                   0.8                0.7                           0.858
## 892                   5.9                5.8                           0.396
## 893                   0.8                0.6                              NA
## 894                   1.9                1.9                           0.797
## 895                   1.1                0.9                           0.788
## 896                   9.7                9.7                           0.439
## 897                   5.8                5.6                           0.611
## 898                   1.0                1.0                           0.899
## 899                   9.0                8.9                           0.402
## 900                   0.5                0.5                           0.869
## 901                   1.2                1.2                           0.482
## 902                   1.9                1.6                           0.411
## 903                   5.6                5.4                           0.464
## 904                  16.1               16.5                           0.545
## 905                   1.5                1.5                           0.777
## 906                   1.7                1.9                           0.847
## 907                   2.1                2.2                           0.822
## 908                   4.9                4.7                           0.000
## 909                   1.9                1.9                           0.856
## 910                   7.2                7.1                           0.456
## 911                  17.9               18.0                           0.463
## 912                   5.9                5.8                           0.737
## 913                   1.5                1.4                           0.788
## 914                   5.0                4.8                           0.687
## 915                   1.4                1.3                           0.888
## 916                  11.3               11.4                           0.607
## 917                   1.3                1.1                           0.447
## 918                   2.7                2.7                           0.746
## 919                  13.3               13.7                           0.427
## 920                   1.9                1.7                           0.718
## 921                   7.9                7.9                           0.733
## 922                   6.0                6.0                           0.473
## 923                   8.2                8.2                           0.414
## 924                   0.7                0.5                           0.812
## 925                   3.5                3.4                           0.699
## 926                   4.3                4.0                           0.683
## 927                   2.0                2.0                           0.850
## 928                   2.5                2.6                           0.730
## 929                   2.9                2.9                           0.716
## 930                   4.1                4.1                           0.000
## 931                  11.0                1.9                           0.425
## 932                   2.7                2.9                              NA
## 933                   1.0                9.7                           0.648
## 934                   5.8                5.9                           0.519
## 935                   7.1                6.9                              NA
## 936                   1.6                1.5                           0.678
## 937                   4.3                4.0                           0.681
## 938                   0.9                0.8                           0.876
## 939                   1.5                1.3                           0.682
## 940                   1.5                1.0                              NA
## 941                   3.3                3.3                           0.782
## 942                   8.6                8.5                           0.474
## 943                   1.8                1.7                           0.742
## 944                   7.5                7.4                           0.366
## 945                   1.3                1.3                           0.692
## 946                   1.3                1.1                           0.632
## 947                  17.2               17.3                           0.479
## 948                   2.1                2.0                           0.743
## 949                   9.6                9.6                           0.000
## 950                   9.8                9.6                           0.461
## 951                   0.5                0.5                           0.912
## 952                   7.5                7.4                           0.412
## 953                   0.9                0.9                           0.894
## 954                   8.2                8.3                           0.769
## 955                   3.3                3.4                           0.624
## 956                   1.2                1.2                           0.497
## 957                  13.3               13.6                           0.455
## 958                   3.2                3.3                           0.631
## 959                   1.1                1.1                           0.863
## 960                   1.5                1.5                           0.546
## 961                  11.6               11.8                           0.412
## 962                   2.0                1.9                           0.688
## 963                   1.4                1.5                           0.784
## 964                   1.6                1.0                              NA
## 965                   2.4                2.5                           0.747
## 966                   1.1                1.1                           0.884
## 967                   2.2                2.2                           0.750
## 968                   2.2                2.4                           0.649
## 969                   4.1                4.1                           0.753
## 970                   3.5                3.4                           0.704
## 971                   0.7                0.5                              NA
## 972                   2.3                2.3                              NA
## 973                   8.2                8.4                           0.493
## 974                   6.5                6.7                           0.508
## 975                    NA                 NA                           0.421
## 976                   2.1                2.1                           0.887
## 977                   4.0                4.3                           0.703
## 978                   8.0                7.8                           0.447
## 979                   4.5                4.6                           0.539
## 980                   6.3                6.1                           0.645
## 981                  13.2               13.5                           0.484
## 982                   8.4                7.9                           0.392
## 983                   1.2                1.2                           0.377
## 984                   1.2                1.3                           0.838
## 985                   1.3                1.3                           0.511
## 986                   2.1                2.1                           0.740
## 987                  14.7               14.8                           0.556
## 988                   5.8                5.7                              NA
## 989                   0.7                0.7                           0.936
## 990                   2.2                2.3                           0.818
## 991                   0.2                0.1                           0.574
## 992                   7.6                7.4                           0.783
## 993                  22.2               22.6                           0.445
## 994                   3.4                3.4                           0.000
## 995                   3.3                3.3                           0.692
## 996                   0.9                0.8                           0.794
## 997                   2.3                2.5                           0.776
## 998                   2.3                2.3                           0.747
## 999                   6.3                6.7                           0.745
## 1000                  3.6                3.5                           0.665
## 1001                  0.2                0.2                           0.608
## 1002                  1.4                1.4                           0.446
## 1003                  1.0                1.0                           0.000
## 1004                  9.8                9.7                           0.525
## 1005                  7.9                7.8                           0.401
## 1006                  1.5                1.5                           0.784
## 1007                  2.5                2.6                           0.790
## 1008                  7.1                7.0                           0.457
## 1009                  9.6                9.4                           0.610
## 1010                  8.7                8.5                           0.390
## 1011                  6.1                5.9                           0.484
## 1012                  1.1                1.1                           0.721
## 1013                  1.4                1.4                           0.677
## 1014                 18.9               19.4                           0.535
## 1015                  2.6                2.8                           0.733
## 1016                  9.1                9.0                           0.488
## 1017                  0.2                0.2                           0.628
## 1018                  2.0                2.1                           0.838
## 1019                  3.4                3.3                           0.781
## 1020                  0.2                0.2                           0.690
## 1021                   NA                 NA                           0.000
## 1022                  2.0                1.9                           0.758
## 1023                  0.6                0.6                           0.936
## 1024                  5.1                4.6                           0.827
## 1025                  6.7                7.2                           0.709
## 1026                   NA                 NA                           0.000
## 1027                  1.9                1.9                           0.598
## 1028                  1.3                1.3                           0.822
## 1029                  1.3                1.4                           0.752
## 1030                  1.9                1.9                           0.558
## 1031                  0.3                0.2                           0.896
## 1032                  1.1                1.1                           0.892
## 1033                  1.4                1.2                           0.686
## 1034                  4.5                4.5                           0.684
## 1035                  3.6                3.6                           0.684
## 1036                  8.9                8.8                           0.388
## 1037                  8.4                8.3                           0.582
## 1038                  5.7                5.5                           0.622
## 1039                  0.7                0.5                              NA
## 1040                  7.0                7.1                           0.455
## 1041                  0.5                0.5                           0.862
## 1042                  3.8                3.8                           0.751
## 1043                  0.8                0.7                           0.855
## 1044                  9.7                9.7                           0.338
## 1045                  0.1                0.1                           0.597
## 1046                  9.0                8.6                           0.365
## 1047                  2.9                3.0                           0.675
## 1048                  2.3                2.2                           0.639
## 1049                  1.1                1.1                           0.870
## 1050                  2.0                2.0                           0.770
## 1051                  3.6                3.5                           0.405
## 1052                  2.0                2.1                           0.793
## 1053                  1.7                1.6                           0.666
## 1054                  0.5                0.4                           0.891
## 1055                  4.8                4.5                           0.815
## 1056                  7.5                7.4                           0.426
## 1057                 13.2               13.6                           0.465
## 1058                  8.0                8.0                              NA
## 1059                  1.4                1.3                           0.688
## 1060                 18.5               19.0                           0.557
## 1061                  2.0                2.0                           0.775
## 1062                  0.7                0.7                           0.786
## 1063                  5.3                5.1                           0.798
## 1064                  3.5                3.4                           0.696
## 1065                  0.7                0.7                           0.808
## 1066                  7.4                7.3                           0.433
## 1067                  1.8                1.8                           0.816
## 1068                  7.0                6.7                           0.693
## 1069                  0.9                0.9                           0.884
## 1070                  3.5                3.5                           0.712
## 1071                  5.1                4.6                           0.622
## 1072                  2.0                2.1                           0.785
## 1073                  5.4                5.2                           0.628
## 1074                  1.2                1.3                           0.762
## 1075                  6.4                6.3                           0.673
## 1076                  0.9                0.9                           0.797
## 1077                  2.7                2.8                           0.700
## 1078                  2.6                2.7                           0.681
## 1079                  3.0                3.0                           0.000
## 1080                  0.5                0.4                           0.872
## 1081                  7.7                7.5                              NA
## 1082                  3.0                3.1                           0.657
## 1083                  5.1                4.9                           0.675
## 1084                  3.6                3.5                           0.695
## 1085                  7.8                7.7                           0.696
## 1086                  2.4                2.6                           0.761
## 1087                  2.9                2.9                           0.820
## 1088                  1.5                1.0                              NA
## 1089                  8.2                8.0                           0.523
## 1090                  2.5                2.4                           0.624
## 1091                  1.8                1.8                           0.783
## 1092                  0.8                0.8                           0.845
## 1093                  2.3                2.4                           0.744
## 1094                 15.9               16.3                           0.551
## 1095                  2.1                2.1                           0.880
## 1096                  0.3                0.3                           0.881
## 1097                  7.3                7.3                           0.734
## 1098                  7.2                7.0                           0.464
## 1099                  1.0                1.0                           0.848
## 1100                  2.0                2.1                           0.720
## 1101                  0.1                0.1                           0.779
## 1102                  0.1                0.1                           0.585
## 1103                  3.3                3.4                           0.613
## 1104                  5.6                5.4                           0.757
## 1105                  3.7                3.6                           0.000
## 1106                 14.6               15.5                           0.641
## 1107                  1.2                1.3                           0.835
## 1108                  9.2                9.1                           0.370
## 1109                 12.6               15.0                           0.611
## 1110                  1.9                1.8                           0.636
## 1111                  1.0                1.0                           0.854
## 1112                  3.9                3.9                           0.000
## 1113                  7.5                7.5                           0.393
## 1114                  2.9                2.9                           0.682
## 1115                  2.3                2.5                           0.769
## 1116                  1.1                0.9                           0.782
## 1117                  1.8                1.7                           0.727
## 1118                  6.1                5.6                           0.840
## 1119                  6.0                5.9                           0.546
## 1120                  2.0                1.9                           0.694
## 1121                  6.7                6.6                           0.438
## 1122                 19.5               19.7                           0.381
## 1123                 13.0               13.3                           0.526
## 1124                 12.8               12.9                           0.253
## 1125                  4.9                4.7                           0.737
## 1126                  7.7                7.5                           0.636
## 1127                  1.0                1.0                           0.888
## 1128                  2.5                2.8                           0.741
## 1129                  0.7                0.6                              NA
## 1130                  6.3                6.1                           0.575
## 1131                 12.3               12.2                           0.559
## 1132                  6.8                6.6                              NA
## 1133                  6.8                6.3                           0.818
## 1134                  9.5                9.4                           0.395
## 1135                  1.2                1.1                           0.415
## 1136                  1.6                1.1                              NA
## 1137                  0.8                0.8                           0.853
## 1138                  1.4                1.4                           0.442
## 1139                 12.4               12.3                              NA
## 1140                   NA                 NA                           0.468
## 1141                  7.6                7.8                           0.716
## 1142                  0.7                0.7                           0.936
## 1143                  3.4                3.3                           0.772
## 1144                  3.9                3.8                           0.341
## 1145                  7.9                7.9                           0.000
## 1146                  3.9                3.8                           0.332
## 1147                  1.6                1.4                           0.852
## 1148                  2.8                2.8                           0.824
## 1149                  0.9                0.8                           0.893
## 1150                  1.8                2.0                           0.884
## 1151                  3.7                3.6                           0.695
## 1152                 13.7               13.5                           0.498
## 1153                  0.9                0.8                           0.864
## 1154                  6.1                6.6                           0.712
## 1155                  5.9                5.9                           0.496
## 1156                  5.0                4.9                           0.681
## 1157                  3.9                3.9                           0.735
## 1158                  2.0                2.2                           0.780
## 1159                  2.4                2.4                           0.735
## 1160                  3.8                3.8                           0.780
## 1161                 13.8               13.7                           0.483
## 1162                  7.0                6.8                           0.796
## 1163                  2.4                2.6                           0.796
## 1164                  0.5                0.6                           0.876
## 1165                 11.0               11.1                           0.546
## 1166                  2.9                3.1                              NA
## 1167                 13.9               14.0                           0.663
## 1168                  0.2                0.2                           0.000
## 1169                  2.8                2.9                           0.758
## 1170                  1.5                1.4                           0.590
## 1171                  0.7                0.5                           0.797
## 1172                  2.1                2.1                           0.739
## 1173                  4.9                4.5                           0.835
## 1174                  0.5                0.4                           0.914
## 1175                 12.7               12.7                           0.255
## 1176                  0.5                0.5                           0.846
## 1177                  0.1                0.1                           0.584
## 1178                 11.5               11.5                           0.599
## 1179                 17.0               17.6                           0.492
## 1180                  1.7                1.9                           0.854
## 1181                 11.5               11.2                           0.325
## 1182                  6.6                6.5                           0.454
## 1183                  7.4                7.7                           0.687
## 1184                  3.5                3.4                           0.677
## 1185                  2.7                2.9                           0.727
## 1186                  4.0                4.0                           0.470
## 1187                  1.8                1.7                           0.638
## 1188                  3.2                3.3                           0.665
## 1189                  2.5                2.7                           0.687
## 1190                  0.6                0.6                           0.873
## 1191                  0.7                0.6                           0.927
## 1192                  2.8                2.9                           0.691
## 1193                 14.7               14.8                           0.587
## 1194                  3.3                3.2                           0.712
## 1195                 15.8               16.4                           0.569
## 1196                  8.4                8.3                           0.435
## 1197                  2.2                2.3                           0.712
## 1198                 19.9                2.2                           0.341
## 1199                  7.5                7.3                           0.787
## 1200                  1.7                1.6                           0.735
## 1201                  2.4                2.1                           0.658
## 1202                  5.5                5.5                              NA
## 1203                  5.2                5.0                           0.829
## 1204                  2.2                2.2                           0.743
## 1205                  2.4                2.5                           0.703
## 1206                  1.8                1.7                           0.729
## 1207                  1.0                9.7                           0.631
## 1208                  2.4                2.4                           0.739
## 1209                  8.1                8.2                           0.720
## 1210                  2.4                2.5                           0.782
## 1211                  3.9                3.9                           0.775
## 1212                  0.8                0.8                           0.875
## 1213                  2.0                2.2                           0.829
## 1214                  0.6                0.5                           0.874
## 1215                  1.0                1.0                           0.553
## 1216                  2.2                2.2                           0.712
## 1217                  7.5                7.3                           0.415
## 1218                  1.1                1.1                           0.898
## 1219                  2.3                2.2                           0.606
## 1220                  4.0                4.0                           0.000
## 1221                  0.6                0.6                           0.860
## 1222                  8.1                9.8                           0.622
## 1223                 13.6               13.7                           0.693
## 1224                  2.1                1.9                           0.707
## 1225                  0.2                0.2                           0.612
## 1226                  5.9                5.7                           0.609
## 1227                  9.7                9.5                           0.350
## 1228                  6.8                6.7                           0.419
## 1229                  1.8                1.9                              NA
## 1230                  3.3                3.3                           0.783
## 1231                  3.1                3.0                           0.651
## 1232                  7.4                7.3                           0.458
## 1233                 11.1               11.1                           0.443
## 1234                  3.5                3.4                           0.000
## 1235                 17.1               17.8                           0.000
## 1236                  8.8                8.4                           0.377
## 1237                  1.1                0.9                           0.922
## 1238                  9.5                9.3                           0.491
## 1239                  2.1                2.3                           0.818
## 1240                 17.8               18.6                           0.000
## 1241                 15.4               15.5                           0.712
## 1242                  3.4                3.4                           0.617
## 1243                  9.0                8.9                           0.381
## 1244                  6.5                6.3                           0.569
## 1245                  8.0                7.9                              NA
## 1246                  1.7                1.6                           0.834
## 1247                  0.8                0.7                           0.862
## 1248                  7.8                7.7                           0.633
## 1249                  3.5                3.4                           0.708
## 1250                  6.0                5.9                           0.388
## 1251                  1.0                1.0                           0.000
## 1252                  1.0                9.8                              NA
## 1253                  0.8                0.8                           0.826
## 1254                  2.1                2.1                           0.739
## 1255                  2.2                2.3                           0.810
## 1256                  0.8                0.8                           0.871
## 1257                  8.9                8.8                           0.364
## 1258                  2.2                2.0                           0.700
## 1259                  1.8                1.7                           0.625
## 1260                  1.5                1.4                           0.679
## 1261                  8.0                8.2                           0.755
## 1262                  5.8                6.0                           0.773
## 1263                 11.2                1.8                           0.000
## 1264                  6.4                6.2                           0.473
## 1265                  0.7                0.7                           0.939
## 1266                  1.1                1.1                           0.872
## 1267                  6.8                6.6                           0.497
## 1268                  6.7                6.6                           0.527
## 1269                  2.4                2.5                           0.737
## 1270                  0.2                0.1                           0.576
## 1271                  2.7                2.6                           0.779
## 1272                  9.9                9.7                           0.338
## 1273                  2.2                2.4                           0.723
## 1274                  0.5                0.5                           0.836
## 1275                 11.2               11.1                           0.422
## 1276                 14.0               14.0                           0.450
## 1277                  8.4                8.3                           0.494
## 1278                  2.8                2.9                           0.737
## 1279                  1.8                1.8                           0.817
## 1280                  6.3                6.1                           0.635
## 1281                  3.8                3.8                           0.781
## 1282                  6.9                6.8                           0.779
## 1283                  3.3                3.2                           0.709
## 1284                 11.4               11.6                           0.483
## 1285                  0.9                0.9                           0.888
## 1286                  8.0                8.1                           0.488
## 1287                  8.0                8.0                           0.309
## 1288                   NA                 NA                           0.000
## 1289                  3.7                3.6                           0.397
## 1290                  1.5                1.6                           0.721
## 1291                 14.8               14.8                           0.577
## 1292                  1.3                1.2                           0.625
## 1293                  9.2                9.4                           0.542
## 1294                  0.5                0.4                           0.894
## 1295                  2.7                2.9                           0.794
## 1296                  1.5                1.5                           0.877
## 1297                 15.3               16.0                           0.609
## 1298                  1.5                1.0                              NA
## 1299                  0.9                1.0                           0.847
## 1300                  0.5                0.4                           0.898
## 1301                  6.0                6.0                              NA
## 1302                  1.5                1.3                           0.435
## 1303                 13.8               13.9                           0.675
## 1304                  0.9                0.9                           0.892
## 1305                  0.7                0.5                           0.804
## 1306                  9.9                9.9                           0.612
## 1307                 14.0               13.9                           0.457
## 1308                  2.7                2.6                           0.754
## 1309                  2.8                2.7                           0.710
## 1310                  0.9                0.8                           0.801
## 1311                  1.6                1.5                           0.444
## 1312                  1.4                1.4                           0.454
## 1313                  9.5                9.1                           0.345
## 1314                  1.7                1.9                           0.870
## 1315                  8.7                8.7                           0.367
## 1316                  1.6                1.4                              NA
## 1317                  1.2                1.2                           0.489
## 1318                  7.9                7.8                           0.383
## 1319                  1.8                1.7                           0.721
## 1320                   NA                 NA                           0.419
## 1321                 11.1                1.8                           0.393
## 1322                  6.3                6.2                           0.653
## 1323                  1.8                1.8                           0.685
## 1324                 18.5               19.2                           0.439
## 1325                  2.3                2.3                           0.721
## 1326                  8.9                8.9                           0.357
## 1327                  2.8                2.8                           0.000
## 1328                  8.7                8.6                           0.410
## 1329                  3.2                3.2                           0.613
## 1330                  2.5                2.4                           0.625
## 1331                  4.3                4.3                           0.724
## 1332                  7.8                7.8                           0.000
## 1333                  2.1                2.0                           0.675
## 1334                  1.6                1.5                           0.656
## 1335                  1.2                1.1                           0.889
## 1336                  0.7                0.6                              NA
## 1337                  7.6                7.5                           0.713
## 1338                  1.9                2.0                           0.798
## 1339                  2.4                2.3                           0.716
## 1340                  7.9                7.7                           0.387
## 1341                  0.7                0.6                           0.844
## 1342                  7.0                6.9                           0.400
## 1343                  7.6                7.4                           0.453
## 1344                  1.0                1.0                           0.885
## 1345                  2.7                2.7                           0.747
## 1346                 19.9                2.5                           0.499
## 1347                  0.8                0.5                              NA
## 1348                  4.7                4.7                           0.443
## 1349                  2.5                2.5                           0.739
## 1350                  9.4                9.3                           0.404
## 1351                  3.2                3.2                           0.780
## 1352                  2.3                2.4                           0.785
## 1353                  4.2                4.2                           0.750
## 1354                  1.0                0.9                           0.867
## 1355                  2.7                2.8                           0.759
## 1356                  2.1                2.3                           0.755
## 1357                  5.9                5.8                           0.724
## 1358                  6.8                6.7                           0.452
## 1359                  1.9                1.9                           0.812
## 1360                  7.2                7.2                              NA
## 1361                  8.0                7.9                           0.441
## 1362                  3.4                3.2                           0.780
## 1363                  0.1                0.1                           0.712
## 1364                  6.2                6.0                           0.372
## 1365                  2.9                3.0                           0.677
## 1366                  7.1                6.9                           0.475
## 1367                  0.3                0.2                           0.604
## 1368                  2.0                2.0                           0.802
## 1369                  7.9                8.1                           0.745
## 1370                  4.0                3.7                           0.734
## 1371                  4.7                4.6                           0.731
## 1372                  1.9               11.0                           0.613
## 1373                  2.2                2.1                           0.649
## 1374                  8.7                8.7                           0.583
## 1375                  2.0                2.1                           0.670
## 1376                  6.5                6.3                           0.454
## 1377                  6.9                6.7                              NA
## 1378                  1.5                1.3                           0.677
## 1379                  4.4                4.5                           0.681
## 1380                  6.1                5.9                           0.798
## 1381                  7.8                7.8                           0.497
## 1382                  8.1                8.2                           0.290
## 1383                  1.1                1.1                           0.907
## 1384                  6.0                5.9                           0.810
## 1385                  0.9                0.9                           0.887
## 1386                  6.0                5.9                           0.814
## 1387                  7.4                7.2                           0.640
## 1388                  0.7                0.6                           0.790
## 1389                  3.5                3.5                           0.000
## 1390                  7.5                7.7                           0.437
## 1391                 11.8               11.7                           0.283
## 1392                  6.4                6.2                           0.634
## 1393                  5.9                5.9                              NA
## 1394                  0.5                0.5                           0.866
## 1395                  8.6                8.6                           0.586
## 1396                  0.9                0.9                           0.892
## 1397                  0.7                0.6                              NA
## 1398                  1.3                1.0                           0.860
## 1399                  9.0                9.2                           0.674
## 1400                  4.9                4.7                           0.759
## 1401                  9.9                9.7                           0.474
## 1402                  2.7                2.7                           0.715
## 1403                  1.9                1.9                           0.809
## 1404                  2.8                3.0                              NA
## 1405                  6.7                6.5                           0.498
## 1406                  7.5                7.4                           0.638
## 1407                  8.5                8.4                           0.375
## 1408                  6.8                6.7                           0.504
## 1409                  3.4                3.4                           0.612
## 1410                  4.8                4.7                           0.000
## 1411                  5.1                5.0                           0.826
## 1412                  6.1                6.5                           0.760
## 1413                  6.6                8.0                           0.638
## 1414                  3.8                3.9                           0.572
## 1415                  5.2                5.0                           0.832
## 1416                  3.8                3.8                           0.682
## 1417                  2.8                2.8                           0.703
## 1418                  7.1                7.0                           0.387
## 1419                  1.9                1.9                           0.734
## 1420                 21.4               21.8                           0.474
## 1421                  0.6                0.6                           0.852
## 1422                  0.8                0.7                           0.815
## 1423                  0.8                0.6                           0.782
## 1424                  0.7                0.6                           0.908
## 1425                  4.9                4.8                           0.000
## 1426                  3.6                3.6                           0.586
## 1427                  6.5                6.2                           0.484
## 1428                  9.2                9.2                           0.405
## 1429                  7.6                7.6                           0.501
## 1430                  1.9                1.7                           0.714
## 1431                  1.5                1.1                           0.000
## 1432                  6.4                6.1                           0.650
## 1433                  0.7                0.5                           0.837
## 1434                  1.4                1.4                           0.455
## 1435                  1.7                1.5                           0.873
## 1436                  6.2                5.9                           0.796
## 1437                  1.2                1.2                           0.855
## 1438                  7.3                7.3                           0.787
## 1439                 12.2               12.1                              NA
## 1440                  3.8                3.7                           0.689
## 1441                  3.1                3.1                           0.698
## 1442                  1.6                1.5                           0.748
## 1443                  1.6                1.0                              NA
## 1444                  0.6                0.6                           0.881
## 1445                  1.7                1.5                           0.422
## 1446                  2.4                2.5                           0.609
## 1447                  1.4                1.3                           0.617
## 1448                  8.8                8.8                           0.450
## 1449                  3.9                3.8                           0.723
## 1450                  4.9                4.9                              NA
## 1451                  0.6                0.5                           0.820
## 1452                  6.1                5.9                           0.803
## 1453                  2.7                2.8                           0.715
## 1454                  6.7                6.5                           0.533
## 1455                 11.1               11.2                           0.620
## 1456                  3.4                3.3                           0.794
## 1457                  1.1                0.9                           0.906
## 1458                  4.0                4.0                           0.741
## 1459                 11.3               11.2                           0.300
## 1460                  0.3                0.2                           0.895
## 1461                  9.8                9.8                           0.563
## 1462                  7.2                7.3                           0.754
## 1463                  1.9                2.0                              NA
## 1464                  1.2                1.1                           0.661
## 1465                  0.3                0.3                           0.864
## 1466                  0.1                0.1                              NA
## 1467                  0.9                0.8                           0.874
## 1468                  6.9                6.8                           0.797
## 1469                  0.8                0.7                           0.850
## 1470                  1.4                1.2                           0.441
## 1471                  0.7                0.7                           0.805
## 1472                  4.1                4.0                           0.757
## 1473                  8.9                1.7                           0.616
## 1474                  9.6                9.5                           0.000
## 1475                  2.4                2.4                           0.742
## 1476                  2.2                2.3                           0.673
## 1477                  9.2                8.9                           0.731
## 1478                  2.0                2.1                           0.725
## 1479                  0.1                0.1                           0.707
## 1480                  3.3                3.5                              NA
## 1481                  1.5                1.4                           0.596
## 1482                  8.3                8.3                           0.457
## 1483                  2.2                2.3                           0.733
## 1484                   NA                 NA                           0.444
## 1485                  2.7                2.8                           0.768
## 1486                  9.0                9.0                           0.386
## 1487                  3.8                3.9                           0.000
## 1488                  6.7                6.6                           0.519
## 1489                  1.9                1.7                           0.889
## 1490                  1.2                1.2                           0.616
## 1491                 11.3               11.1                              NA
## 1492                  4.0                3.9                           0.318
## 1493                  8.2                8.3                           0.711
## 1494                  3.7                4.1                           0.714
## 1495                  1.6                1.6                           0.670
## 1496                  2.4                2.4                           0.814
## 1497                 21.2               21.7                           0.487
## 1498                  1.3                1.3                           0.882
## 1499                  6.0                5.8                           0.743
## 1500                  2.9                2.8                           0.673
## 1501                  5.6                5.4                           0.736
## 1502                  1.6                1.6                           0.446
## 1503                  1.3                1.2                           0.303
## 1504                  3.9                3.9                           0.673
## 1505                  1.8                1.7                           0.723
## 1506                  2.9                2.8                           0.681
## 1507                  9.2                9.2                           0.338
## 1508                  2.4                2.3                           0.590
## 1509                  6.9                6.8                           0.797
## 1510                  5.9                5.8                           0.732
## 1511                  8.5                8.3                           0.747
## 1512                  3.3                3.3                           0.778
## 1513                  1.9                1.7                           0.709
## 1514                  6.6                6.6                              NA
## 1515                  7.0                6.8                              NA
## 1516                  4.4                3.8                           0.682
## 1517                  2.5                2.5                           0.789
## 1518                 11.8               11.8                           0.560
## 1519                  4.9                4.9                           0.763
## 1520                 19.3               19.5                           0.396
## 1521                  5.3                5.1                           0.646
## 1522                  2.9                3.1                              NA
## 1523                  2.2                2.3                           0.720
## 1524                  7.3                7.1                              NA
## 1525                  2.1                2.0                           0.873
## 1526                  8.6                8.8                           0.687
## 1527                  3.8                3.7                           0.360
## 1528                  4.0                3.7                           0.727
## 1529                  2.2                2.0                           0.695
## 1530                  1.5                1.0                              NA
## 1531                  7.9                7.9                           0.510
## 1532                  8.1                7.7                           0.548
## 1533                  1.0                9.8                           0.451
## 1534                  2.0                1.9                           0.592
## 1535                  1.1                1.0                           0.775
## 1536                 11.0                1.7                           0.401
## 1537                  1.1                1.1                           0.755
## 1538                  0.1                0.1                           0.674
## 1539                  9.2                9.2                           0.590
## 1540                  3.5                3.4                           0.700
## 1541                  6.1                6.0                           0.815
## 1542                 14.6               14.7                           0.597
## 1543                  1.1                1.1                           0.903
## 1544                  1.7                1.6                           0.000
## 1545                  3.9                3.9                           0.563
## 1546                  7.1                7.0                           0.547
## 1547                  7.9                7.7                           0.430
## 1548                  0.6                0.5                           0.882
## 1549                  0.8                0.8                           0.811
## 1550                  6.5                6.0                           0.828
## 1551                  0.8                0.5                              NA
## 1552                  9.3                9.5                           0.535
## 1553                  0.6                0.5                           0.919
## 1554                  1.6                1.5                           0.000
## 1555                  2.6                2.5                           0.711
## 1556                  6.6                7.1                           0.715
## 1557                  7.1                7.0                           0.421
## 1558                  7.7                7.5                           0.416
## 1559                  6.8                6.7                              NA
## 1560                  1.2                0.9                           0.902
## 1561                  2.2                2.2                              NA
## 1562                  9.0                9.0                           0.447
## 1563                  2.2                2.0                           0.691
## 1564                  1.1                1.1                           0.919
## 1565                 18.6               18.7                           0.434
## 1566                  1.6                1.5                           0.754
## 1567                  0.8                0.7                           0.839
## 1568                  8.5                8.3                           0.416
## 1569                 11.6               11.5                           0.408
## 1570                  0.9                0.9                           0.884
## 1571                 11.5               11.3                              NA
## 1572                  1.0                9.7                           0.666
## 1573                  3.5                3.4                           0.000
## 1574                  0.9                0.9                           0.876
## 1575                 16.7               17.2                           0.515
## 1576                  1.3                1.4                           0.820
## 1577                  4.3                4.2                           0.000
## 1578                  6.4                6.3                           0.589
## 1579                  4.2                3.9                           0.691
## 1580                  9.3                9.3                           0.592
## 1581                  0.7                0.6                              NA
## 1582                  0.7                0.5                              NA
## 1583                  0.2                0.1                           0.701
## 1584                  1.7                1.7                           0.873
## 1585                  7.3                7.2                           0.449
## 1586                 18.1               18.6                           0.570
## 1587                  1.0                0.9                           0.907
## 1588                  1.7                1.9                           0.864
## 1589                 15.4               16.0                           0.604
## 1590                  2.8                3.0                           0.720
## 1591                  2.1                2.0                           0.664
## 1592                 12.0               11.9                           0.492
## 1593                  6.8                6.6                           0.469
## 1594                  1.7                1.7                           0.746
## 1595                  2.5                2.5                           0.791
## 1596                  8.3                8.2                           0.384
## 1597                  0.9                0.9                           0.892
## 1598                  2.2                2.2                           0.757
## 1599                  6.7                6.7                           0.418
## 1600                  6.1                6.1                           0.475
## 1601                  3.4                3.2                           0.784
## 1602                  0.1                0.1                           0.698
## 1603                  2.8                2.8                           0.745
## 1604                  3.0                3.1                           0.669
## 1605                 11.2                1.9                           0.378
## 1606                 13.8               13.7                           0.480
## 1607                  5.7                5.1                           0.864
## 1608                  1.5                1.5                           0.774
## 1609                  1.0                1.0                           0.768
## 1610                  0.7                0.5                              NA
## 1611                  1.6                1.5                           0.769
## 1612                  1.5                1.4                           0.591
## 1613                  7.8                7.8                           0.737
## 1614                  8.0                7.8                           0.669
## 1615                  1.8                1.7                           0.297
## 1616                   NA                 NA                              NA
## 1617                  2.7                2.7                           0.000
## 1618                  3.9                3.9                           0.477
## 1619                  8.7                8.7                           0.574
## 1620                  1.5                1.5                           0.589
## 1621                 13.8               13.8                           0.477
## 1622                  1.6                1.0                              NA
## 1623                  7.5                7.4                           0.720
## 1624                  1.6                1.7                           0.703
## 1625                  0.6                0.6                           0.879
## 1626                  1.0                9.7                           0.662
## 1627                  2.2                2.2                           0.922
## 1628                  6.6                6.4                           0.475
## 1629                  5.5                5.4                           0.756
## 1630                  1.1                1.1                           0.855
## 1631                  3.7                3.6                           0.749
## 1632                  7.3                7.2                           0.406
## 1633                  3.7                3.7                           0.677
## 1634                  2.6                2.6                           0.700
## 1635                  3.4                3.4                           0.000
## 1636                  8.3                8.2                           0.438
## 1637                  0.8                0.5                              NA
## 1638                  3.8                3.8                           0.592
## 1639                  1.8                1.6                           0.881
## 1640                  1.1                1.1                           0.735
## 1641                  1.4                1.4                           0.888
## 1642                  6.9                6.8                              NA
## 1643                  9.1                8.8                           0.492
## 1644                  1.6                1.5                           0.754
## 1645                  3.6                3.7                              NA
## 1646                  6.1                5.9                           0.378
## 1647                  6.1                6.0                           0.812
## 1648                  4.4                4.4                           0.686
## 1649                  8.4                8.2                           0.418
## 1650                  4.0                4.1                           0.000
## 1651                  2.3                2.3                           0.732
## 1652                  1.5                1.6                           0.763
## 1653                 15.4               16.1                           0.601
## 1654                  9.0                9.0                           0.589
## 1655                  0.5                0.5                           0.864
## 1656                  8.1                7.9                           0.501
## 1657                  4.5                4.0                           0.672
## 1658                  1.4                1.4                           0.604
## 1659                  2.5                2.5                           0.703
## 1660                  3.4                3.3                           0.786
## 1661                  2.5                2.6                           0.776
## 1662                 15.7               15.9                           0.559
## 1663                  3.4                3.2                           0.782
## 1664                  8.4                8.0                           0.527
## 1665                  6.0                5.9                           0.697
## 1666                 11.9               11.8                           0.000
## 1667                  1.3                1.3                           0.459
## 1668                  0.5                0.5                           0.851
## 1669                 12.3               12.3                           0.378
## 1670                  2.3                2.2                           0.708
## 1671                  6.5                6.5                           0.429
## 1672                  3.6                3.5                           0.409
## 1673                  1.7                1.7                           0.684
## 1674                  1.9                1.7                           0.443
## 1675                  0.7                0.6                           0.915
## 1676                  2.8                2.9                           0.825
## 1677                  2.8                2.9                           0.702
## 1678                  8.7                8.6                           0.430
## 1679                  1.7                1.9                           0.841
## 1680                  9.6                9.6                           0.395
## 1681                  6.3                6.8                           0.736
## 1682                 12.9               13.2                           0.540
## 1683                  2.0                2.0                           0.759
## 1684                 11.5               11.4                           0.589
## 1685                  2.7                2.9                           0.722
## 1686                  1.6                1.5                           0.668
## 1687                  3.1                3.1                           0.644
## 1688                  5.0                4.4                           0.634
## 1689                  6.4                6.3                           0.581
## 1690                  2.2                2.2                           0.775
## 1691                  1.9                1.9                           0.382
## 1692                 15.6               16.2                           0.592
## 1693                  9.4                9.0                           0.487
## 1694                 18.0               18.8                           0.000
## 1695                  3.3                3.3                           0.000
## 1696                  8.4                8.3                           0.434
## 1697                 15.4               15.4                           0.731
## 1698                  0.7                0.6                           0.789
## 1699                  7.6                7.5                           0.445
## 1700                  6.0                6.4                           0.712
## 1701                  5.6                5.4                           0.706
## 1702                  3.8                3.7                           0.793
## 1703                  4.0                3.7                           0.714
## 1704                  2.0                2.1                           0.721
## 1705                  6.9                7.0                           0.456
## 1706                  0.8                0.8                           0.880
## 1707                  0.7                0.6                              NA
## 1708                  0.9                1.0                           0.798
## 1709                  3.6                3.5                           0.000
## 1710                  0.3                0.2                           0.870
## 1711                  5.6                5.3                           0.630
## 1712                 14.3               14.7                           0.675
## 1713                  2.1                2.1                           0.793
## 1714                  1.2                1.0                           0.897
## 1715                  2.6                2.6                           0.000
## 1716                 12.5               12.5                           0.261
## 1717                  2.5                2.8                           0.777
## 1718                  6.4                6.3                           0.717
## 1719                  0.7                0.6                           0.918
## 1720                  6.3                6.2                           0.603
## 1721                  7.8                7.7                           0.440
## 1722                  7.0                7.0                           0.514
## 1723                 16.5               16.9                           0.529
## 1724                  7.7                7.6                           0.413
## 1725                 16.8               17.5                           0.000
## 1726                   NA                 NA                           0.488
## 1727                 14.1               14.1                           0.436
## 1728                 11.8               11.7                           0.401
## 1729                  9.6                9.6                           0.323
## 1730                  2.5                2.6                           0.734
## 1731                  0.8                0.7                           0.929
## 1732                  0.6                0.6                           0.933
## 1733                  1.5                1.0                              NA
## 1734                 11.1               11.0                           0.303
## 1735                  2.1                2.0                           0.821
## 1736                  5.4                5.1                           0.791
## 1737                  1.2                1.0                           0.875
## 1738                  1.0                0.9                           0.892
## 1739                  3.6                3.5                           0.692
## 1740                  5.0                5.0                              NA
## 1741                  7.2                7.3                           0.767
## 1742                  1.6                1.6                           0.803
## 1743                  2.2                2.2                           0.824
## 1744                  1.8                1.7                           0.752
## 1745                 12.1               12.1                           0.381
## 1746                  0.3                0.2                           0.909
## 1747                  3.3                3.3                           0.688
## 1748                  6.3                6.3                           0.442
## 1749                  5.9                5.7                           0.553
## 1750                  2.0                2.1                           0.834
## 1751                  6.6                6.6                           0.456
## 1752                  2.7                2.6                           0.000
## 1753                  1.9                1.9                           0.773
## 1754                  4.7                4.6                           0.733
## 1755                  3.3                3.3                           0.699
## 1756                  5.7                5.7                           0.478
## 1757                  7.5                7.3                              NA
## 1758                  8.4                8.3                           0.440
## 1759                  6.4                6.3                           0.683
## 1760                  1.4                1.3                           0.406
## 1761                 14.2               14.3                           0.641
## 1762                  0.7                0.6                           0.849
## 1763                  1.7                1.6                           0.700
## 1764                  3.9                3.8                           0.733
## 1765                  3.0                3.2                           0.797
## 1766                  2.2                2.2                           0.920
## 1767                  1.0                1.0                           0.893
## 1768                  2.1                2.1                           0.618
## 1769                  3.8                3.9                           0.579
## 1770                  9.4                9.6                           0.525
## 1771                  3.3                3.3                           0.770
## 1772                  7.6                7.6                           0.621
## 1773                 11.5               11.6                           0.470
## 1774                  1.0                1.1                           0.316
## 1775                  5.0                4.6                           0.828
## 1776                 11.0                1.8                           0.307
## 1777                  0.3                0.3                           0.868
## 1778                  2.3                2.3                           0.738
## 1779                  6.4                6.2                           0.640
## 1780                  8.8                8.8                           0.268
## 1781                  3.5                3.4                           0.700
## 1782                  7.7                7.6                           0.704
## 1783                  8.5                8.4                           0.434
## 1784                  2.3                2.4                           0.746
## 1785                  2.0                2.1                           0.829
## 1786                  2.2                2.1                           0.562
## 1787                  9.7                9.6                           0.569
## 1788                  5.3                5.1                           0.658
## 1789                  8.1                8.0                           0.444
## 1790                  0.7                0.5                              NA
## 1791                  0.8                0.5                              NA
## 1792                  1.3                1.3                           0.494
## 1793                  3.4                3.4                           0.773
## 1794                  3.0                3.0                           0.668
## 1795                  0.3                0.3                           0.901
## 1796                  7.4                7.4                           0.504
## 1797                  6.4                6.2                           0.596
## 1798                  1.7                1.4                           0.856
## 1799                 11.7               11.5                              NA
## 1800                  1.0                9.9                           0.341
## 1801                  7.1                6.9                           0.476
## 1802                  8.1                8.1                           0.667
## 1803                  4.7                4.7                           0.758
## 1804                  1.9                1.8                           0.613
## 1805                  8.6                8.5                           0.426
## 1806                  8.8                8.7                           0.420
## 1807                  1.1                1.1                           0.906
## 1808                  1.5                1.5                           0.428
## 1809                  9.5                9.5                           0.325
## 1810                  2.0                2.0                           0.723
## 1811                 13.1               13.3                           0.515
## 1812                  0.7                0.6                              NA
## 1813                  1.2                1.1                           0.867
## 1814                  7.2                7.3                           0.779
## 1815                  3.9                4.0                           0.000
## 1816                  2.4                2.4                           0.583
## 1817                 11.2               11.4                           0.511
## 1818                 18.2               18.2                           0.454
## 1819                  8.0                7.8                           0.637
## 1820                  0.7                0.7                           0.813
## 1821                  3.3                3.3                           0.621
## 1822                  1.2                1.2                           0.696
## 1823                  2.2                2.2                           0.648
## 1824                  6.2                6.0                           0.786
## 1825                  3.7                3.7                           0.608
## 1826                 14.3               14.9                           0.668
## 1827                  1.6                1.6                           0.745
## 1828                  8.0                7.8                           0.774
## 1829                  2.6                2.7                           0.841
## 1830                  7.9                7.8                           0.687
## 1831                  1.2                1.3                           0.477
## 1832                  2.3                2.3                           0.805
## 1833                  7.2                7.1                           0.466
## 1834                  3.8                3.9                           0.737
## 1835                  7.4                7.3                           0.506
## 1836                  1.4                1.4                           0.446
## 1837                 14.2               14.3                           0.554
## 1838                  7.4                7.2                              NA
## 1839                  1.8                1.7                           0.657
## 1840                  0.2                0.2                           0.653
## 1841                  2.3                2.1                           0.675
## 1842                  3.8                3.6                           0.656
## 1843                  0.5                0.5                           0.828
## 1844                  0.8                0.6                           0.777
## 1845                  2.0                1.7                           0.894
## 1846                  9.7                9.7                           0.000
## 1847                  6.2                6.1                           0.678
## 1848                  2.5                2.5                           0.000
## 1849                  7.3                7.0                           0.687
## 1850                  4.7                4.1                           0.659
## 1851                  1.0                0.9                           0.923
## 1852                  0.9                1.0                           0.850
## 1853                  1.7                2.0                           0.880
## 1854                  1.5                1.6                           0.771
## 1855                  9.2                9.5                           0.657
## 1856                  1.2                1.2                           0.611
## 1857                  3.4                3.2                           0.754
## 1858                  8.9                8.9                           0.451
## 1859                  3.4                3.4                           0.685
## 1860                  6.0                5.9                           0.815
## 1861                 11.0               11.3                           0.519
## 1862                  0.3                0.3                           0.884
## 1863                  3.6                3.5                           0.709
## 1864                  3.4                3.3                           0.695
## 1865                  5.1                4.9                           0.826
## 1866                  3.1                3.0                           0.700
## 1867                  7.3                7.1                           0.377
## 1868                  9.8                9.8                           0.392
## 1869                  3.5                3.5                           0.719
## 1870                  2.1                2.2                           0.771
## 1871                  6.7                6.6                           0.444
## 1872                  5.0                4.8                           0.697
## 1873                  5.2                5.0                           0.658
## 1874                  2.5                2.3                           0.656
## 1875                  2.7                2.7                           0.830
## 1876                  6.8                7.0                           0.388
## 1877                  2.6                2.7                           0.685
## 1878                  1.1                1.1                           0.924
## 1879                   NA                 NA                           0.430
## 1880                  2.0                1.9                           0.621
## 1881                  0.6                0.5                           0.860
## 1882                  2.4                2.4                           0.000
## 1883                  0.7                0.6                              NA
## 1884                  7.5                7.5                           0.418
## 1885                  1.8                1.7                           0.758
## 1886                  0.8                0.5                              NA
## 1887                  2.8               21.3                           0.505
## 1888                  2.0                1.8                           0.690
## 1889                 15.1               15.9                           0.618
## 1890                 11.7               11.7                           0.566
## 1891                  1.6                1.4                           0.527
## 1892                  7.7                7.9                           0.728
## 1893                 12.0               12.0                           0.578
## 1894                  5.5                5.4                           0.757
## 1895                  7.4                7.4                           0.627
## 1896                  8.4                8.3                           0.491
## 1897                  6.4                6.4                           0.434
## 1898                  8.9                8.8                           0.423
## 1899                  1.1                1.1                           0.322
## 1900                  5.9                5.9                           0.477
## 1901                  4.9                4.7                           0.750
## 1902                  2.3                2.4                           0.803
## 1903                   NA                 NA                           0.417
## 1904                  4.3                4.3                           0.733
## 1905                  8.4                8.3                           0.345
## 1906                  2.3                2.5                           0.758
## 1907                  4.0                3.7                           0.709
## 1908                 11.9               11.8                           0.278
## 1909                  0.6                0.5                           0.844
## 1910                  6.5                7.0                           0.721
## 1911                  0.3                0.3                           0.908
## 1912                  0.8                0.7                           0.942
## 1913                  5.7                5.2                           0.863
## 1914                  9.8                9.9                           0.418
## 1915                  7.6                7.5                              NA
## 1916                  8.8                8.7                           0.437
## 1917                  0.3                0.3                           0.904
## 1918                  7.3                7.5                           0.495
## 1919                  1.7                1.7                           0.391
## 1920                  1.8                1.8                              NA
## 1921                  9.7                9.5                           0.483
## 1922                  5.6                5.4                           0.756
## 1923                 13.7               13.6                           0.493
## 1924                  6.8                6.6                              NA
## 1925                  0.7                0.6                           0.851
## 1926                  2.0                2.1                              NA
## 1927                 14.9               15.8                           0.625
## 1928                  0.7                0.5                           0.879
## 1929                  0.2                0.2                           0.691
## 1930                  6.6                6.1                           0.823
## 1931                  0.6                0.5                           0.854
## 1932                  1.5                1.6                           0.763
## 1933                  0.7                0.7                           0.897
## 1934                  1.8                2.0                           0.887
## 1935                  6.0                5.8                           0.741
## 1936                  2.1                2.1                           0.736
## 1937                  6.4                6.1                           0.361
## 1938                  2.0                1.9                           0.727
## 1939                  0.6                0.6                           0.879
## 1940                  7.0                6.9                              NA
## 1941                  0.8                0.6                              NA
## 1942                  1.2                1.1                           0.764
## 1943                  3.3                3.2                           0.706
## 1944                 11.0               11.2                           0.597
## 1945                  6.9                6.8                           0.415
## 1946                  0.5                0.5                           0.823
## 1947                  8.7                8.5                           0.736
## 1948                  5.3                5.0                           0.803
## 1949                  2.8                2.9                           0.752
## 1950                  2.6                2.8                           0.738
## 1951                  6.0                5.5                           0.841
## 1952                  0.2                0.2                           0.665
## 1953                  9.4                9.5                           0.000
## 1954                  1.3                1.3                           0.506
## 1955                  7.1                7.0                           0.756
## 1956                  7.3                7.2                           0.443
## 1957                  1.4                1.2                           0.514
## 1958                  3.5                3.5                           0.601
## 1959                  6.0                6.4                           0.773
## 1960                  1.9                2.0                           0.792
## 1961                  1.4                1.3                           0.693
## 1962                  0.5                0.4                           0.916
## 1963                  6.3                6.3                           0.695
## 1964                  1.4                1.5                           0.738
## 1965                  0.8                0.7                           0.857
## 1966                  3.1                3.1                           0.631
## 1967                  8.6                8.6                           0.408
## 1968                  1.2                1.1                           0.737
## 1969                  2.5                2.5                           0.790
## 1970                  1.8                1.9                           0.803
## 1971                  2.0                2.1                           0.835
## 1972                  1.0                0.9                           0.919
## 1973                  7.9                7.7                              NA
## 1974                  8.8                8.8                           0.484
## 1975                  1.0                0.9                           0.825
## 1976                  5.8                5.7                           0.405
## 1977                  3.8                3.8                           0.739
## 1978                  0.3                0.2                           0.910
## 1979                  3.3                3.4                           0.618
## 1980                  8.1                7.9                           0.530
## 1981                  0.9                0.9                           0.886
## 1982                  1.9                2.0                              NA
## 1983                 17.8               18.4                           0.463
## 1984                  4.2                3.9                           0.689
## 1985                  0.3                0.2                           0.909
## 1986                  1.9                2.0                           0.853
## 1987                  1.9                2.0                           0.796
## 1988                  2.2                2.2                           0.741
## 1989                  0.8                0.7                           0.819
## 1990                  9.9                9.6                              NA
## 1991                  3.3                3.8                           0.745
## 1992                  3.0                3.1                           0.798
## 1993                  5.6                5.5                           0.507
## 1994                  2.6                2.5                           0.566
## 1995                  3.0                3.0                           0.659
## 1996                 12.1               11.9                              NA
## 1997                  4.7                4.7                           0.740
## 1998                  2.2                2.1                           0.828
## 1999                  3.3                3.3                           0.784
## 2000                  2.5                2.6                           0.714
## 2001                  6.7                6.5                           0.530
## 2002                  6.4                6.5                           0.466
## 2003                  4.1                4.0                           0.298
## 2004                  1.2                1.2                           0.706
## 2005                  1.6                1.5                           0.745
## 2006                  3.3                3.2                           0.000
## 2007                  8.7                8.6                           0.461
## 2008                  1.7                1.7                           0.821
## 2009                  2.5                2.7                           0.723
## 2010                  2.4                2.5                           0.781
## 2011                  6.4                6.3                           0.714
## 2012                 15.4               15.5                           0.705
## 2013                  6.6                6.4                           0.599
## 2014                  1.4                1.5                           0.463
## 2015                  4.4                4.4                           0.452
## 2016                  2.1                2.1                           0.911
## 2017                  1.2                1.1                           0.860
## 2018                  2.2                2.2                           0.739
## 2019                  1.0                0.9                           0.854
## 2020                  7.0                6.8                           0.479
## 2021                  4.1                3.8                           0.699
## 2022                  3.5                3.4                           0.672
## 2023                  2.4                2.4                           0.743
## 2024                  2.1                2.0                           0.839
## 2025                  3.6                3.5                           0.400
## 2026                  1.3                1.3                           0.686
## 2027                  0.7                0.7                           0.905
## 2028                  5.6                5.4                           0.562
## 2029                  1.8                1.5                           0.877
## 2030                 22.0               22.4                           0.450
## 2031                  0.9                0.9                           0.879
## 2032                  7.6                7.4                              NA
## 2033                  5.5                5.5                              NA
## 2034                  0.2                0.2                           0.639
## 2035                  8.2                8.2                           0.347
## 2036                  1.4                1.4                           0.560
## 2037                  2.4                2.5                           0.599
## 2038                  5.6                5.5                           0.732
## 2039                 13.7               13.7                           0.488
## 2040                  0.5                0.4                           0.881
## 2041                  7.0                6.8                           0.797
## 2042                  6.9                6.8                           0.645
## 2043                  8.5                8.3                           0.404
## 2044                  3.9                3.9                           0.717
## 2045                  5.6                5.4                           0.618
## 2046                 16.3               16.7                           0.538
## 2047                  1.4                1.3                           0.485
## 2048                  1.0                9.9                           0.426
## 2049                  1.5                1.0                              NA
## 2050                  1.5                1.3                           0.323
## 2051                  0.2                0.2                           0.638
## 2052                  6.1                5.9                           0.806
## 2053                  2.3                2.2                           0.603
## 2054                  7.7                7.4                           0.678
## 2055                  0.2                0.2                           0.000
## 2056                  2.2                2.1                           0.614
## 2057                  0.2                0.1                           0.698
## 2058                  5.8                5.7                           0.416
## 2059                  9.2                9.0                           0.630
## 2060                  6.3                6.2                           0.533
## 2061                  5.4                5.1                           0.631
## 2062                  6.9                6.7                           0.484
## 2063                  9.3                9.3                           0.346
## 2064                  9.3                9.3                           0.341
## 2065                  3.1                3.3                              NA
## 2066                  5.5                5.4                           0.752
## 2067                  1.3                1.2                           0.318
## 2068                  0.7                0.5                           0.888
## 2069                  1.4                1.3                           0.904
## 2070                  9.2                9.1                           0.448
## 2071                  5.5                5.3                           0.638
## 2072                  9.1                9.2                           0.554
## 2073                  2.3                2.3                           0.761
## 2074                  1.6                1.5                           0.753
## 2075                  3.2                3.2                           0.695
## 2076                  2.4                2.5                           0.789
## 2077                  6.4                6.2                           0.479
## 2078                  0.6                0.4                           0.899
## 2079                 19.4               19.8                           0.542
## 2080                  3.0                2.9                           0.714
## 2081                  1.2                1.1                           0.876
## 2082                  1.1                1.2                           0.514
## 2083                  3.0                3.1                           0.681
## 2084                  1.0                0.9                           0.901
## 2085                  8.8                8.9                           0.376
## 2086                  2.1                2.0                           0.819
## 2087                  3.6                3.4                           0.679
## 2088                  6.3                6.2                           0.570
## 2089                  1.1                1.2                           0.302
## 2090                  6.4                6.3                           0.576
## 2091                  1.2                1.2                           0.000
## 2092                  1.0                0.9                           0.915
## 2093                  0.9                0.8                           0.866
## 2094                  1.0                0.9                           0.794
## 2095                  3.5                3.4                           0.691
## 2096                  2.1                2.0                           0.810
## 2097                  4.7                4.6                           0.000
## 2098                  2.9                3.0                           0.683
## 2099                 15.2               15.0                           0.760
## 2100                  0.9                0.9                           0.894
## 2101                  2.3                2.3                           0.754
## 2102                 18.0               18.6                           0.457
## 2103                  6.7                6.8                           0.456
## 2104                  1.6                1.5                           0.662
## 2105                  8.8                8.7                           0.387
## 2106                  1.1                1.1                           0.920
## 2107                  0.2                0.2                           0.000
## 2108                  4.8                4.8                           0.439
## 2109                  2.1                2.1                           0.761
## 2110                  5.9                6.1                           0.772
## 2111                  1.8                1.7                              NA
## 2112                  8.3                8.1                           0.411
## 2113                  1.9                1.6                           0.879
## 2114                  2.1                2.0                           0.663
## 2115                 11.0               11.1                           0.604
## 2116                  2.1                2.2                              NA
## 2117                  1.2                1.0                           0.882
## 2118                  1.6                1.5                           0.770
## 2119                 12.1               12.1                           0.475
## 2120                 17.2               17.8                           0.486
## 2121                  1.8                1.8                           0.749
## 2122                  4.3                4.4                           0.710
## 2123                  6.4                6.2                           0.651
## 2124                  1.8                1.7                           0.636
## 2125                  7.9                7.7                           0.776
## 2126                  3.5                3.4                           0.678
## 2127                  0.1                0.1                           0.695
## 2128                  8.2                8.1                           0.514
## 2129                  7.5                7.4                           0.434
## 2130                  4.4                4.4                           0.684
## 2131                  1.3                1.4                           0.759
## 2132                  1.5                1.5                           0.553
## 2133                  0.2                0.1                           0.693
## 2134                  6.2                6.0                           0.488
## 2135                  1.9                1.9                           0.860
## 2136                  3.7                3.6                           0.660
## 2137                  0.1                0.1                           0.679
## 2138                  0.6                0.6                           0.882
## 2139                  1.1                0.9                           0.924
## 2140                 15.3               15.4                           0.735
## 2141                 15.4               15.6                           0.686
## 2142                  1.9                1.8                           0.689
## 2143                  0.7                0.6                           0.910
## 2144                  2.1                2.1                              NA
## 2145                  1.8                1.8                           0.632
## 2146                  5.5                5.4                           0.747
## 2147                  2.6                2.3                           0.650
## 2148                  0.1                0.1                           0.676
## 2149                  7.1                6.9                           0.705
## 2150                  1.4                1.3                           0.901
## 2151                  1.0                0.9                           0.911
## 2152                  6.0                6.0                           0.486
## 2153                  2.8                2.8                           0.728
## 2154                  1.6                1.5                           0.670
## 2155                  9.2                8.9                           0.475
## 2156                  9.1                9.1                           0.345
## 2157                  9.4                9.3                           0.000
## 2158                  1.3                1.4                           0.802
## 2159                 15.1               15.0                           0.764
## 2160                  1.6                1.6                           0.753
## 2161                  3.6                2.9                           0.734
## 2162                 11.5               11.3                           0.310
## 2163                  0.8                0.8                           0.878
## 2164                  1.9                2.0                           0.674
## 2165                  0.3                0.3                           0.000
## 2166                  0.9                1.0                           0.850
## 2167                  9.9                9.9                           0.000
## 2168                  6.2                6.6                           0.751
## 2169                  1.2                1.2                           0.494
## 2170                  6.5                6.3                           0.610
## 2171                  3.0                3.1                           0.690
## 2172                  0.7                0.5                           0.818
## 2173                  0.6                0.6                           0.877
## 2174                  9.2                9.0                           0.360
## 2175                  9.2                9.1                           0.569
## 2176                  0.3                0.3                           0.886
## 2177                  2.1                2.2                           0.656
## 2178                 14.4               15.2                           0.655
## 2179                  1.0                0.9                           0.822
## 2180                  1.4                1.4                           0.674
## 2181                  3.5                3.6                              NA
## 2182                  1.4                1.4                           0.567
##      Schooling
## 1          7.0
## 2         15.8
## 3         10.2
## 4          5.4
## 5         10.0
## 6         16.5
## 7         11.6
## 8         18.6
## 9         16.0
## 10        15.3
## 11        17.1
## 12        12.7
## 13         6.4
## 14        12.6
## 15        11.4
## 16        11.2
## 17        12.4
## 18        11.8
## 19        10.4
## 20        13.3
## 21        11.9
## 22        10.7
## 23        13.4
## 24         9.8
## 25        16.3
## 26        14.0
## 27         8.0
## 28        15.3
## 29        12.2
## 30        14.5
## 31        14.6
## 32        10.0
## 33        14.1
## 34         9.0
## 35        14.9
## 36        13.0
## 37         9.0
## 38        11.6
## 39        14.5
## 40        11.5
## 41        15.8
## 42        13.8
## 43         9.1
## 44        12.6
## 45        15.0
## 46        11.4
## 47        10.0
## 48        14.7
## 49        11.3
## 50        12.1
## 51        14.7
## 52          NA
## 53        11.6
## 54        11.4
## 55         9.8
## 56        10.5
## 57        12.3
## 58        12.3
## 59        14.6
## 60        14.6
## 61        13.0
## 62        15.5
## 63          NA
## 64         9.3
## 65        13.7
## 66        17.6
## 67        16.2
## 68        14.2
## 69         9.3
## 70        11.5
## 71        13.7
## 72         7.1
## 73         6.5
## 74          NA
## 75        11.4
## 76        17.6
## 77         6.3
## 78        12.4
## 79        13.1
## 80        10.5
## 81        16.4
## 82        10.9
## 83        14.3
## 84        16.0
## 85        12.5
## 86        13.1
## 87         8.1
## 88         5.5
## 89        13.4
## 90        11.9
## 91        10.1
## 92         7.2
## 93          NA
## 94        17.6
## 95        11.0
## 96        10.3
## 97        12.6
## 98         8.8
## 99        11.6
## 100       13.5
## 101       11.1
## 102         NA
## 103         NA
## 104       20.5
## 105        6.4
## 106       13.0
## 107        9.2
## 108       16.3
## 109       13.1
## 110        8.4
## 111       13.3
## 112        9.4
## 113       13.7
## 114        9.3
## 115       11.9
## 116       11.6
## 117        0.0
## 118       14.1
## 119       15.5
## 120       12.9
## 121       12.9
## 122       12.7
## 123       17.1
## 124       13.3
## 125        5.5
## 126       17.1
## 127        8.2
## 128       11.1
## 129       12.8
## 130       13.0
## 131       13.1
## 132       15.2
## 133        9.2
## 134        8.8
## 135       10.4
## 136       11.6
## 137         NA
## 138       12.4
## 139        7.7
## 140       14.1
## 141        5.5
## 142       11.0
## 143         NA
## 144       11.7
## 145       12.1
## 146       15.8
## 147        9.2
## 148        4.0
## 149       16.1
## 150       11.8
## 151       10.4
## 152       14.9
## 153       12.5
## 154       13.5
## 155       12.8
## 156       14.8
## 157       14.6
## 158         NA
## 159       14.7
## 160       12.4
## 161         NA
## 162       16.2
## 163       12.3
## 164       15.8
## 165        9.0
## 166       13.6
## 167        5.2
## 168       17.2
## 169        8.2
## 170         NA
## 171       13.0
## 172       13.6
## 173       10.3
## 174       12.0
## 175       12.3
## 176       10.6
## 177       11.4
## 178        6.7
## 179       14.0
## 180       16.1
## 181       11.9
## 182       12.0
## 183        8.5
## 184       16.9
## 185        9.4
## 186       13.2
## 187       10.9
## 188       14.4
## 189        3.8
## 190       13.9
## 191         NA
## 192       13.1
## 193        8.3
## 194       12.7
## 195        9.7
## 196       12.4
## 197       13.0
## 198       12.1
## 199       14.2
## 200       10.4
## 201       10.1
## 202       16.0
## 203        9.4
## 204        9.8
## 205       14.0
## 206        9.3
## 207       11.9
## 208       11.9
## 209       13.0
## 210       14.4
## 211        9.6
## 212       12.6
## 213       10.9
## 214        5.6
## 215       13.5
## 216       12.4
## 217        9.1
## 218       12.5
## 219       15.5
## 220       10.5
## 221       15.4
## 222        8.1
## 223       10.3
## 224       12.6
## 225       13.3
## 226       11.6
## 227       10.6
## 228       11.7
## 229       12.5
## 230       19.8
## 231       14.2
## 232        8.4
## 233       10.3
## 234         NA
## 235       12.5
## 236       11.4
## 237        9.8
## 238       16.1
## 239        6.3
## 240       12.8
## 241       12.6
## 242       11.0
## 243         NA
## 244        9.9
## 245       11.6
## 246       11.8
## 247       11.8
## 248         NA
## 249       14.8
## 250       15.0
## 251       13.4
## 252        7.6
## 253        9.8
## 254       12.3
## 255       11.8
## 256       12.0
## 257       13.6
## 258       11.2
## 259       13.7
## 260         NA
## 261       17.9
## 262        5.6
## 263       11.2
## 264         NA
## 265       14.1
## 266       10.7
## 267       11.9
## 268       15.9
## 269       10.2
## 270       15.0
## 271       15.4
## 272       13.2
## 273       14.4
## 274        8.7
## 275       13.8
## 276       12.4
## 277        9.8
## 278       11.9
## 279       10.0
## 280       12.3
## 281        8.6
## 282       12.2
## 283       11.0
## 284       10.1
## 285        5.3
## 286        9.2
## 287       17.0
## 288       17.5
## 289       14.5
## 290       12.1
## 291       14.3
## 292       17.3
## 293        3.9
## 294       12.7
## 295        7.9
## 296        0.0
## 297       11.2
## 298        0.0
## 299        8.4
## 300        8.2
## 301       13.3
## 302       11.9
## 303       13.5
## 304       10.4
## 305       13.2
## 306       13.7
## 307       12.2
## 308       13.0
## 309       15.7
## 310       15.0
## 311       14.8
## 312       12.1
## 313       16.3
## 314       10.8
## 315       16.3
## 316         NA
## 317       13.0
## 318       13.1
## 319       11.3
## 320       10.7
## 321       10.6
## 322        7.3
## 323       11.2
## 324       12.6
## 325       16.3
## 326        5.5
## 327       14.5
## 328        9.0
## 329       12.5
## 330        5.7
## 331       13.3
## 332       17.2
## 333       11.6
## 334        8.1
## 335        0.0
## 336       16.3
## 337       11.1
## 338        9.6
## 339       12.9
## 340        8.4
## 341        3.1
## 342        9.1
## 343       13.3
## 344       14.7
## 345        8.3
## 346       14.9
## 347        8.1
## 348       12.4
## 349       13.2
## 350       11.6
## 351       20.3
## 352       11.6
## 353       10.9
## 354        8.7
## 355       14.2
## 356       12.4
## 357        8.0
## 358        8.8
## 359       15.0
## 360       11.8
## 361       17.7
## 362       16.6
## 363        9.6
## 364       12.5
## 365        0.0
## 366       10.2
## 367       14.7
## 368       12.0
## 369       11.7
## 370       13.2
## 371        5.1
## 372        7.5
## 373       12.7
## 374         NA
## 375       14.5
## 376       10.7
## 377       16.5
## 378        7.1
## 379        7.7
## 380        3.8
## 381       14.7
## 382       10.0
## 383       11.6
## 384       14.3
## 385       13.1
## 386       12.8
## 387        9.8
## 388       12.9
## 389        9.5
## 390       16.6
## 391       12.0
## 392         NA
## 393       12.2
## 394       14.8
## 395       12.8
## 396       15.9
## 397       12.1
## 398       14.3
## 399       15.4
## 400       14.8
## 401        9.7
## 402         NA
## 403       15.8
## 404       13.5
## 405       13.3
## 406       12.9
## 407       11.1
## 408       13.8
## 409       14.5
## 410        8.0
## 411       14.4
## 412       12.6
## 413       10.3
## 414       13.7
## 415       11.7
## 416        6.5
## 417       19.1
## 418       10.3
## 419       11.1
## 420       10.3
## 421        9.0
## 422       13.6
## 423       13.7
## 424       10.5
## 425       15.4
## 426        7.9
## 427       14.7
## 428       15.6
## 429       14.2
## 430        9.4
## 431       11.4
## 432       10.0
## 433       10.2
## 434        7.6
## 435       13.9
## 436       13.3
## 437       11.2
## 438        6.6
## 439        0.0
## 440       11.1
## 441         NA
## 442       15.5
## 443       15.3
## 444       13.1
## 445       10.2
## 446       14.3
## 447        7.3
## 448       12.5
## 449        8.7
## 450         NA
## 451        8.5
## 452       11.8
## 453        5.9
## 454       11.7
## 455       13.3
## 456       15.7
## 457       15.1
## 458        9.7
## 459       12.7
## 460       12.6
## 461       12.1
## 462       15.4
## 463       11.3
## 464       15.7
## 465        9.4
## 466         NA
## 467       15.6
## 468       14.1
## 469       11.1
## 470       14.0
## 471        9.2
## 472         NA
## 473       16.3
## 474       12.3
## 475        5.9
## 476       13.1
## 477        9.8
## 478       13.2
## 479       14.8
## 480       10.0
## 481        0.0
## 482       16.4
## 483       13.5
## 484       13.3
## 485       18.1
## 486        9.3
## 487        8.1
## 488         NA
## 489       10.5
## 490        7.1
## 491       14.9
## 492       15.9
## 493       12.9
## 494       10.4
## 495       14.6
## 496        8.2
## 497       13.5
## 498       18.2
## 499       13.5
## 500       11.5
## 501       11.6
## 502        8.6
## 503       10.3
## 504        8.7
## 505       10.8
## 506         NA
## 507       13.6
## 508       11.9
## 509       10.9
## 510       12.3
## 511        8.9
## 512       15.8
## 513       11.8
## 514       13.0
## 515         NA
## 516       14.3
## 517       12.7
## 518        8.8
## 519       12.7
## 520        9.2
## 521       16.4
## 522       15.9
## 523        9.9
## 524        7.1
## 525       12.0
## 526       14.2
## 527        7.5
## 528       17.3
## 529         NA
## 530        4.9
## 531        7.9
## 532        9.8
## 533       12.1
## 534       14.7
## 535       13.3
## 536       13.7
## 537        9.3
## 538       14.4
## 539        7.0
## 540        4.4
## 541        9.2
## 542       12.7
## 543        9.9
## 544       12.5
## 545       15.0
## 546       11.7
## 547       12.6
## 548       16.8
## 549       12.7
## 550       13.1
## 551       10.1
## 552       16.4
## 553       11.1
## 554       14.0
## 555       15.8
## 556        7.7
## 557       12.2
## 558       13.0
## 559        5.0
## 560       11.6
## 561        8.9
## 562       13.5
## 563         NA
## 564       11.6
## 565       11.6
## 566       14.5
## 567        7.5
## 568         NA
## 569       10.0
## 570       11.3
## 571       14.4
## 572       11.9
## 573       16.9
## 574       11.0
## 575       17.5
## 576        5.9
## 577       11.5
## 578       18.0
## 579         NA
## 580       16.3
## 581        8.0
## 582        5.1
## 583       12.0
## 584       15.6
## 585       11.0
## 586       13.4
## 587       12.7
## 588       13.1
## 589       13.1
## 590       12.8
## 591       10.7
## 592       14.5
## 593       11.0
## 594       15.0
## 595       15.3
## 596       11.7
## 597       13.4
## 598       17.7
## 599       12.3
## 600       14.8
## 601       17.5
## 602       11.7
## 603       18.6
## 604       14.2
## 605       15.8
## 606       12.0
## 607        6.3
## 608       10.2
## 609       13.4
## 610       10.1
## 611       12.2
## 612       13.4
## 613       15.0
## 614       10.4
## 615       15.7
## 616       10.8
## 617         NA
## 618       11.2
## 619       13.2
## 620       10.7
## 621       14.9
## 622        9.1
## 623       10.4
## 624        9.0
## 625       19.3
## 626       15.7
## 627        8.0
## 628       12.9
## 629       13.8
## 630         NA
## 631        9.1
## 632       10.9
## 633        7.9
## 634        5.6
## 635       13.5
## 636       16.6
## 637         NA
## 638        7.7
## 639        8.4
## 640       12.1
## 641       15.8
## 642       15.4
## 643       14.2
## 644        9.5
## 645       15.1
## 646       11.5
## 647       17.4
## 648       10.3
## 649       14.3
## 650       15.4
## 651       12.9
## 652       10.3
## 653       18.2
## 654       12.9
## 655       14.7
## 656       11.9
## 657       12.9
## 658       10.7
## 659       15.5
## 660         NA
## 661       15.8
## 662       10.0
## 663       12.9
## 664        9.8
## 665       12.7
## 666       13.5
## 667       16.2
## 668       14.7
## 669       15.1
## 670       12.7
## 671       19.2
## 672       16.9
## 673       12.2
## 674         NA
## 675        8.6
## 676       11.7
## 677       12.8
## 678       14.1
## 679       12.8
## 680        8.0
## 681       10.7
## 682       10.2
## 683        9.0
## 684       17.1
## 685        8.9
## 686       12.5
## 687       10.9
## 688       11.2
## 689       11.5
## 690       13.7
## 691        8.4
## 692       16.5
## 693       15.3
## 694       14.2
## 695       10.5
## 696       14.2
## 697       11.0
## 698       11.3
## 699        8.9
## 700        9.8
## 701       11.4
## 702       13.9
## 703       15.7
## 704       13.4
## 705       15.0
## 706       10.5
## 707       17.6
## 708         NA
## 709       12.7
## 710       12.6
## 711        9.9
## 712       12.0
## 713        8.0
## 714       16.4
## 715        6.6
## 716        5.5
## 717       10.4
## 718        7.6
## 719       13.4
## 720       11.7
## 721       14.0
## 722       16.4
## 723       13.3
## 724       14.3
## 725        9.0
## 726       13.4
## 727       10.7
## 728        8.1
## 729       12.8
## 730       12.5
## 731       12.9
## 732       15.5
## 733       12.0
## 734       12.4
## 735       13.7
## 736       17.7
## 737       11.7
## 738       13.7
## 739       15.4
## 740       14.3
## 741       12.6
## 742       13.4
## 743       12.3
## 744       13.2
## 745       14.2
## 746       13.5
## 747       12.6
## 748       11.1
## 749       10.5
## 750       15.9
## 751        4.9
## 752       10.0
## 753       13.2
## 754       11.5
## 755       12.2
## 756       11.8
## 757       13.7
## 758       14.4
## 759        6.8
## 760        8.3
## 761        0.0
## 762        9.8
## 763       13.5
## 764       12.2
## 765        9.9
## 766         NA
## 767        8.8
## 768       13.2
## 769        7.3
## 770       11.6
## 771       11.6
## 772       14.8
## 773       13.5
## 774       12.7
## 775       15.6
## 776        0.0
## 777       14.5
## 778       17.5
## 779       10.6
## 780       12.0
## 781       17.3
## 782         NA
## 783       12.2
## 784       14.5
## 785       11.8
## 786       15.3
## 787        7.9
## 788       12.4
## 789       14.2
## 790        8.1
## 791       16.0
## 792        6.5
## 793       11.5
## 794       10.5
## 795       10.8
## 796        8.7
## 797       12.4
## 798       12.9
## 799       10.0
## 800       11.6
## 801       10.8
## 802       15.5
## 803       14.3
## 804        9.1
## 805       14.7
## 806        9.4
## 807        4.4
## 808       13.8
## 809         NA
## 810         NA
## 811        6.3
## 812       13.6
## 813       10.2
## 814        8.3
## 815        7.8
## 816       10.3
## 817       13.1
## 818        0.0
## 819       12.8
## 820        7.1
## 821       10.6
## 822       11.4
## 823         NA
## 824       16.9
## 825        9.4
## 826       10.7
## 827       10.4
## 828       14.2
## 829       10.6
## 830        4.9
## 831       14.0
## 832       10.5
## 833        9.8
## 834         NA
## 835        9.3
## 836       15.5
## 837        8.7
## 838       12.4
## 839       10.2
## 840       11.4
## 841       11.6
## 842         NA
## 843         NA
## 844        9.6
## 845       10.1
## 846       10.9
## 847        9.2
## 848       16.2
## 849        4.7
## 850       10.7
## 851        7.2
## 852       11.6
## 853       12.9
## 854       11.1
## 855        5.7
## 856         NA
## 857       13.5
## 858       13.7
## 859        8.8
## 860        9.6
## 861       10.2
## 862       18.3
## 863        8.5
## 864       18.1
## 865       12.5
## 866        4.5
## 867       12.7
## 868       12.8
## 869         NA
## 870       16.1
## 871       13.1
## 872       13.3
## 873       11.5
## 874       12.0
## 875       10.7
## 876       12.9
## 877       11.2
## 878       15.7
## 879       10.4
## 880       11.7
## 881       16.3
## 882       14.7
## 883       12.8
## 884        8.4
## 885        9.7
## 886       10.7
## 887       14.4
## 888       14.6
## 889       13.0
## 890       15.4
## 891       16.8
## 892        4.0
## 893         NA
## 894       15.1
## 895       16.3
## 896       10.7
## 897       11.1
## 898       16.6
## 899        5.2
## 900       16.4
## 901        9.0
## 902        8.2
## 903        6.3
## 904       12.3
## 905       15.6
## 906       16.1
## 907       15.1
## 908       15.0
## 909       16.5
## 910       10.5
## 911        9.8
## 912       14.4
## 913       15.5
## 914       11.9
## 915       17.3
## 916       12.5
## 917        6.6
## 918       14.8
## 919        7.6
## 920       12.6
## 921       13.6
## 922       10.9
## 923        9.6
## 924       16.0
## 925       12.8
## 926       13.2
## 927       16.6
## 928       13.2
## 929       13.8
## 930       14.4
## 931        6.8
## 932         NA
## 933       11.4
## 934       10.8
## 935         NA
## 936       13.2
## 937       13.1
## 938       17.1
## 939       12.7
## 940         NA
## 941       14.1
## 942        9.6
## 943       14.2
## 944       10.0
## 945       13.0
## 946       14.0
## 947       10.1
## 948       12.9
## 949        5.0
## 950        7.2
## 951       15.9
## 952        8.6
## 953       13.9
## 954       15.0
## 955       12.6
## 956        9.4
## 957        7.8
## 958       12.2
## 959       16.0
## 960        8.5
## 961        7.6
## 962       12.3
## 963       14.0
## 964         NA
## 965       14.3
## 966       16.4
## 967       13.5
## 968       12.7
## 969       14.2
## 970       12.5
## 971         NA
## 972         NA
## 973        9.1
## 974       10.5
## 975        4.9
## 976       14.4
## 977       11.5
## 978       10.7
## 979       11.4
## 980       12.5
## 981        8.1
## 982        7.5
## 983        6.5
## 984       15.0
## 985       10.0
## 986       12.9
## 987       11.8
## 988         NA
## 989       17.6
## 990       14.6
## 991       11.8
## 992       13.0
## 993        5.3
## 994       10.6
## 995       14.6
## 996       13.9
## 997       14.0
## 998       14.2
## 999       12.3
## 1000      12.4
## 1001      10.2
## 1002       7.9
## 1003       4.3
## 1004      10.0
## 1005       9.1
## 1006      15.5
## 1007      15.0
## 1008      11.5
## 1009      11.9
## 1010       7.3
## 1011      11.1
## 1012      13.4
## 1013      13.4
## 1014       8.9
## 1015      13.2
## 1016       9.0
## 1017      11.2
## 1018      15.4
## 1019      14.5
## 1020      12.9
## 1021       0.0
## 1022      12.9
## 1023      20.4
## 1024      12.4
## 1025      11.7
## 1026       0.0
## 1027      11.4
## 1028      15.0
## 1029      14.2
## 1030      10.9
## 1031      17.6
## 1032      16.5
## 1033      12.9
## 1034      12.6
## 1035      12.2
## 1036       8.3
## 1037       9.2
## 1038      11.7
## 1039        NA
## 1040       8.2
## 1041      16.1
## 1042      15.8
## 1043      16.4
## 1044       5.9
## 1045      11.9
## 1046       6.3
## 1047      11.2
## 1048      12.1
## 1049      15.7
## 1050      13.9
## 1051       9.1
## 1052      15.6
## 1053      13.0
## 1054      15.8
## 1055      12.8
## 1056       9.5
## 1057       7.9
## 1058        NA
## 1059      12.8
## 1060       9.9
## 1061      14.2
## 1062      13.8
## 1063      12.0
## 1064      12.1
## 1065      14.4
## 1066      10.0
## 1067      15.3
## 1068      12.6
## 1069      18.1
## 1070      13.3
## 1071      10.2
## 1072      14.6
## 1073      10.1
## 1074      14.2
## 1075      13.6
## 1076      14.8
## 1077      14.6
## 1078      13.3
## 1079      12.3
## 1080      15.8
## 1081        NA
## 1082      11.9
## 1083      12.0
## 1084      12.8
## 1085      12.8
## 1086      13.8
## 1087      16.5
## 1088        NA
## 1089      11.1
## 1090      11.8
## 1091      13.9
## 1092      16.3
## 1093      15.2
## 1094      12.4
## 1095      14.2
## 1096      18.2
## 1097      13.8
## 1098      10.9
## 1099      13.5
## 1100      12.3
## 1101      14.2
## 1102      11.9
## 1103      12.5
## 1104      14.6
## 1105       0.0
## 1106      11.7
## 1107      15.0
## 1108       6.7
## 1109      12.9
## 1110      12.4
## 1111      14.3
## 1112      15.1
## 1113      10.3
## 1114      10.7
## 1115      13.9
## 1116      16.1
## 1117      12.8
## 1118      14.2
## 1119      10.6
## 1120      11.4
## 1121      10.4
## 1122       6.8
## 1123       9.1
## 1124       2.8
## 1125      13.8
## 1126      12.3
## 1127      16.4
## 1128      13.6
## 1129        NA
## 1130       9.0
## 1131      11.7
## 1132        NA
## 1133      13.4
## 1134       6.6
## 1135       6.4
## 1136        NA
## 1137      14.6
## 1138       6.6
## 1139        NA
## 1140       6.8
## 1141      12.1
## 1142      17.4
## 1143      14.0
## 1144       7.3
## 1145       8.2
## 1146       7.0
## 1147      14.5
## 1148      16.8
## 1149      17.0
## 1150      15.7
## 1151      13.3
## 1152       9.0
## 1153      17.1
## 1154      12.1
## 1155      10.4
## 1156      11.9
## 1157      12.9
## 1158      15.5
## 1159      14.2
## 1160      15.5
## 1161       8.4
## 1162      13.7
## 1163      15.3
## 1164      16.5
## 1165      10.8
## 1166        NA
## 1167      11.8
## 1168      12.4
## 1169      12.7
## 1170      10.8
## 1171      15.4
## 1172      12.7
## 1173      13.7
## 1174      15.3
## 1175       2.9
## 1176      15.6
## 1177      11.9
## 1178      12.4
## 1179      10.1
## 1180      15.0
## 1181       5.8
## 1182      10.7
## 1183      11.4
## 1184      12.6
## 1185      12.8
## 1186       8.6
## 1187      11.0
## 1188      10.6
## 1189      13.6
## 1190      16.1
## 1191      19.5
## 1192      14.3
## 1193      11.8
## 1194      13.2
## 1195      10.4
## 1196      10.1
## 1197      14.7
## 1198       6.2
## 1199      13.1
## 1200      12.3
## 1201      11.1
## 1202        NA
## 1203      13.3
## 1204      12.9
## 1205      14.1
## 1206      12.8
## 1207      11.6
## 1208      15.1
## 1209      13.3
## 1210      15.0
## 1211      15.3
## 1212      18.8
## 1213      15.4
## 1214      17.5
## 1215       8.5
## 1216      11.9
## 1217       9.1
## 1218      16.6
## 1219      11.5
## 1220      14.8
## 1221      15.5
## 1222      12.8
## 1223      12.7
## 1224      13.2
## 1225      10.4
## 1226      11.0
## 1227       6.1
## 1228       9.8
## 1229        NA
## 1230      14.1
## 1231      11.9
## 1232      10.0
## 1233      10.3
## 1234       0.0
## 1235      10.5
## 1236       6.7
## 1237      18.4
## 1238       9.5
## 1239      15.1
## 1240       9.2
## 1241      12.9
## 1242      11.2
## 1243       7.3
## 1244       9.8
## 1245        NA
## 1246      15.8
## 1247      17.2
## 1248      12.3
## 1249      12.7
## 1250       3.7
## 1251       6.7
## 1252        NA
## 1253      15.5
## 1254      12.2
## 1255      15.8
## 1256      15.8
## 1257       7.6
## 1258      13.0
## 1259      11.5
## 1260      12.6
## 1261      13.6
## 1262      12.7
## 1263       3.5
## 1264      10.8
## 1265      17.6
## 1266      15.7
## 1267      11.1
## 1268      10.3
## 1269      13.9
## 1270      12.1
## 1271      12.1
## 1272       5.8
## 1273      14.6
## 1274      15.2
## 1275       6.6
## 1276       8.0
## 1277      10.1
## 1278      11.7
## 1279      15.3
## 1280      13.0
## 1281      15.8
## 1282      15.2
## 1283      13.2
## 1284      10.1
## 1285      13.5
## 1286       9.3
## 1287       7.2
## 1288       0.0
## 1289       9.5
## 1290      12.2
## 1291      11.3
## 1292      14.3
## 1293       9.9
## 1294      15.8
## 1295      14.7
## 1296      16.8
## 1297      11.1
## 1298        NA
## 1299      13.8
## 1300      15.9
## 1301        NA
## 1302       8.4
## 1303      12.1
## 1304      18.2
## 1305      15.8
## 1306      11.5
## 1307       8.2
## 1308      15.2
## 1309      13.1
## 1310      14.2
## 1311       7.5
## 1312       8.2
## 1313       5.4
## 1314      15.3
## 1315       8.3
## 1316        NA
## 1317       9.2
## 1318       9.9
## 1319      12.7
## 1320       4.9
## 1321       8.1
## 1322      11.1
## 1323      10.8
## 1324       8.9
## 1325      12.4
## 1326       8.2
## 1327      11.8
## 1328       5.0
## 1329      11.6
## 1330      11.6
## 1331      12.8
## 1332       8.5
## 1333      12.3
## 1334      12.1
## 1335      15.9
## 1336        NA
## 1337      13.4
## 1338      15.6
## 1339      12.1
## 1340      10.1
## 1341      15.7
## 1342       9.6
## 1343      10.8
## 1344      16.5
## 1345      15.2
## 1346       8.2
## 1347        NA
## 1348       7.9
## 1349      13.4
## 1350       7.6
## 1351      15.8
## 1352      14.0
## 1353      14.0
## 1354      13.5
## 1355      13.5
## 1356      15.1
## 1357      14.0
## 1358      10.1
## 1359      15.3
## 1360        NA
## 1361       8.7
## 1362      16.5
## 1363      14.4
## 1364       3.3
## 1365      11.8
## 1366      10.7
## 1367      10.1
## 1368      15.2
## 1369      13.1
## 1370      15.3
## 1371      12.9
## 1372      10.8
## 1373      12.0
## 1374       9.2
## 1375      10.7
## 1376      10.0
## 1377        NA
## 1378      12.9
## 1379      12.5
## 1380      13.7
## 1381       9.4
## 1382       5.9
## 1383      16.7
## 1384      14.4
## 1385      13.5
## 1386      14.4
## 1387      12.3
## 1388      15.4
## 1389      11.0
## 1390       7.1
## 1391       4.3
## 1392      12.1
## 1393        NA
## 1394      16.3
## 1395       9.2
## 1396      13.9
## 1397        NA
## 1398      16.5
## 1399      11.9
## 1400      14.5
## 1401       8.7
## 1402      13.0
## 1403      15.3
## 1404        NA
## 1405      11.1
## 1406      12.3
## 1407       8.5
## 1408      11.4
## 1409      12.4
## 1410      15.2
## 1411      13.3
## 1412      12.4
## 1413      12.8
## 1414      10.6
## 1415      13.3
## 1416      13.0
## 1417      12.9
## 1418       9.7
## 1419      12.8
## 1420       5.6
## 1421      15.4
## 1422      14.4
## 1423      15.7
## 1424      20.7
## 1425      14.9
## 1426      11.4
## 1427      12.0
## 1428       5.3
## 1429       9.6
## 1430      12.5
## 1431       3.9
## 1432      11.7
## 1433      16.8
## 1434       7.2
## 1435      14.9
## 1436      13.5
## 1437      16.2
## 1438      13.0
## 1439        NA
## 1440      13.2
## 1441      13.8
## 1442      12.7
## 1443        NA
## 1444      16.3
## 1445       8.4
## 1446      10.5
## 1447      14.4
## 1448       8.2
## 1449      13.5
## 1450        NA
## 1451      15.7
## 1452      13.9
## 1453      13.2
## 1454      11.8
## 1455      12.5
## 1456      13.2
## 1457      16.8
## 1458      13.1
## 1459       4.9
## 1460      18.5
## 1461       8.7
## 1462      12.3
## 1463        NA
## 1464      13.8
## 1465      17.2
## 1466        NA
## 1467      16.8
## 1468      13.5
## 1469      16.3
## 1470       8.4
## 1471      14.8
## 1472      14.4
## 1473      12.9
## 1474      11.3
## 1475      14.2
## 1476      13.4
## 1477      12.7
## 1478      11.9
## 1479      14.4
## 1480        NA
## 1481      10.8
## 1482       8.5
## 1483      14.8
## 1484       6.3
## 1485      13.9
## 1486      10.5
## 1487      15.4
## 1488       8.0
## 1489      15.3
## 1490      10.6
## 1491        NA
## 1492       6.7
## 1493      13.1
## 1494      12.0
## 1495      13.2
## 1496      16.2
## 1497       6.1
## 1498      15.9
## 1499      14.4
## 1500      12.4
## 1501      15.8
## 1502      10.4
## 1503       5.5
## 1504      12.8
## 1505      12.2
## 1506      12.8
## 1507       8.7
## 1508      10.9
## 1509      13.6
## 1510      14.4
## 1511      12.5
## 1512      13.8
## 1513      12.5
## 1514        NA
## 1515        NA
## 1516      12.2
## 1517      12.6
## 1518      11.8
## 1519      13.3
## 1520       7.9
## 1521      10.4
## 1522        NA
## 1523      14.7
## 1524        NA
## 1525      14.1
## 1526      12.3
## 1527       8.2
## 1528      15.2
## 1529      12.8
## 1530        NA
## 1531       8.7
## 1532      10.5
## 1533       6.7
## 1534      11.0
## 1535      16.3
## 1536       8.1
## 1537      13.5
## 1538      13.2
## 1539       9.1
## 1540      12.7
## 1541      14.5
## 1542      12.0
## 1543      16.6
## 1544       0.0
## 1545      10.5
## 1546      10.5
## 1547       8.2
## 1548      17.7
## 1549      14.6
## 1550      13.7
## 1551        NA
## 1552       9.6
## 1553      16.3
## 1554      10.6
## 1555      13.4
## 1556      11.8
## 1557       9.2
## 1558       9.1
## 1559        NA
## 1560      16.9
## 1561        NA
## 1562       8.4
## 1563      12.4
## 1564      16.9
## 1565       8.9
## 1566      13.1
## 1567      15.6
## 1568       5.0
## 1569       6.2
## 1570      16.1
## 1571        NA
## 1572      11.6
## 1573      10.3
## 1574      15.8
## 1575      11.1
## 1576      14.9
## 1577      14.1
## 1578      10.3
## 1579      13.4
## 1580       9.1
## 1581        NA
## 1582        NA
## 1583      12.9
## 1584      16.9
## 1585      11.0
## 1586      10.0
## 1587      19.0
## 1588      15.1
## 1589      12.5
## 1590      12.5
## 1591      12.4
## 1592      10.6
## 1593      11.0
## 1594      14.7
## 1595      12.6
## 1596       8.7
## 1597      13.9
## 1598      13.5
## 1599      11.5
## 1600      10.5
## 1601      17.6
## 1602      14.5
## 1603      11.9
## 1604      13.3
## 1605       7.6
## 1606       8.5
## 1607      14.9
## 1608      15.5
## 1609      13.9
## 1610        NA
## 1611      14.3
## 1612      10.8
## 1613      13.6
## 1614      12.3
## 1615       4.6
## 1616        NA
## 1617      11.9
## 1618       8.9
## 1619      11.1
## 1620      10.7
## 1621       8.6
## 1622        NA
## 1623      13.5
## 1624      11.6
## 1625      16.0
## 1626      11.4
## 1627      15.4
## 1628      12.0
## 1629      15.1
## 1630      15.3
## 1631      13.4
## 1632      10.6
## 1633      11.8
## 1634      12.7
## 1635      10.3
## 1636       8.9
## 1637        NA
## 1638      10.8
## 1639      15.0
## 1640      13.4
## 1641      17.6
## 1642        NA
## 1643       9.4
## 1644      14.0
## 1645        NA
## 1646       3.5
## 1647      14.4
## 1648      12.3
## 1649       5.0
## 1650      14.6
## 1651      13.0
## 1652      13.3
## 1653      11.0
## 1654       9.2
## 1655      15.9
## 1656       8.2
## 1657      11.9
## 1658      11.4
## 1659      12.1
## 1660      14.4
## 1661      15.5
## 1662      11.5
## 1663      17.7
## 1664      10.0
## 1665      12.6
## 1666       3.9
## 1667       8.1
## 1668      15.8
## 1669       5.2
## 1670      11.7
## 1671      10.9
## 1672       9.1
## 1673      11.0
## 1674       6.4
## 1675      20.3
## 1676      16.6
## 1677      13.0
## 1678       8.5
## 1679      14.7
## 1680       7.3
## 1681      12.2
## 1682       9.1
## 1683      12.6
## 1684      11.3
## 1685      12.5
## 1686      12.4
## 1687      11.7
## 1688      10.6
## 1689      10.0
## 1690      14.6
## 1691       4.6
## 1692      10.9
## 1693       9.7
## 1694       8.8
## 1695      10.4
## 1696       8.9
## 1697      13.3
## 1698      15.8
## 1699       8.9
## 1700      12.1
## 1701      13.7
## 1702      15.3
## 1703      14.9
## 1704      12.3
## 1705       8.3
## 1706      18.8
## 1707        NA
## 1708      12.5
## 1709      10.2
## 1710      16.8
## 1711      10.6
## 1712      12.5
## 1713      15.3
## 1714      16.6
## 1715      11.9
## 1716       2.9
## 1717      14.6
## 1718      14.6
## 1719      19.0
## 1720      10.7
## 1721       8.8
## 1722      10.0
## 1723      12.0
## 1724       9.3
## 1725      10.9
## 1726       7.2
## 1727       7.7
## 1728       5.9
## 1729       6.0
## 1730      14.9
## 1731      17.6
## 1732      20.3
## 1733        NA
## 1734       5.1
## 1735      12.6
## 1736      11.8
## 1737      16.6
## 1738      13.9
## 1739      12.3
## 1740        NA
## 1741      12.5
## 1742      14.2
## 1743      14.7
## 1744      13.4
## 1745       5.4
## 1746      17.9
## 1747      10.8
## 1748      10.3
## 1749      10.8
## 1750      15.3
## 1751       8.0
## 1752      12.0
## 1753      12.9
## 1754      13.2
## 1755      14.8
## 1756      10.0
## 1757        NA
## 1758      10.6
## 1759      13.9
## 1760       5.9
## 1761      11.8
## 1762      15.6
## 1763      11.8
## 1764      13.7
## 1765      15.8
## 1766      15.4
## 1767      16.5
## 1768      11.4
## 1769      10.7
## 1770       9.4
## 1771      15.3
## 1772      12.4
## 1773      10.0
## 1774       5.6
## 1775      11.8
## 1776       4.2
## 1777      17.4
## 1778      13.3
## 1779      12.1
## 1780       4.5
## 1781      12.4
## 1782      13.0
## 1783       8.7
## 1784      15.2
## 1785      16.1
## 1786      10.1
## 1787       9.0
## 1788      10.1
## 1789       9.1
## 1790        NA
## 1791        NA
## 1792       9.9
## 1793      14.7
## 1794      11.0
## 1795      19.7
## 1796       9.7
## 1797      10.5
## 1798      14.6
## 1799        NA
## 1800       5.3
## 1801      10.5
## 1802      12.1
## 1803      13.2
## 1804      11.3
## 1805       8.6
## 1806       8.4
## 1807      16.7
## 1808       6.9
## 1809       5.1
## 1810      12.4
## 1811       8.8
## 1812        NA
## 1813      16.3
## 1814      12.8
## 1815      14.9
## 1816      10.8
## 1817      10.5
## 1818       9.5
## 1819      12.2
## 1820      14.6
## 1821      11.3
## 1822      13.2
## 1823      12.1
## 1824      13.2
## 1825      11.1
## 1826      12.3
## 1827      12.6
## 1828      13.0
## 1829      16.5
## 1830      12.6
## 1831       8.3
## 1832      15.0
## 1833      10.3
## 1834      13.1
## 1835      10.2
## 1836       7.3
## 1837      11.7
## 1838        NA
## 1839      12.9
## 1840      12.1
## 1841      11.9
## 1842      12.3
## 1843      14.9
## 1844      15.5
## 1845      15.3
## 1846       4.7
## 1847      12.5
## 1848       0.0
## 1849      12.5
## 1850      11.4
## 1851      18.1
## 1852      14.0
## 1853      15.7
## 1854      13.6
## 1855      11.5
## 1856      10.7
## 1857      16.0
## 1858       8.5
## 1859      14.3
## 1860      14.4
## 1861      10.6
## 1862      18.4
## 1863      13.3
## 1864      12.9
## 1865      12.9
## 1866      13.5
## 1867       9.6
## 1868       7.0
## 1869      12.7
## 1870      15.4
## 1871      10.6
## 1872      12.3
## 1873      11.5
## 1874      11.5
## 1875      16.5
## 1876       8.8
## 1877      12.3
## 1878      17.1
## 1879       6.2
## 1880      11.8
## 1881      16.4
## 1882       0.0
## 1883        NA
## 1884       9.6
## 1885      13.6
## 1886        NA
## 1887       6.7
## 1888      11.7
## 1889      11.3
## 1890      11.7
## 1891       8.0
## 1892      12.8
## 1893      11.3
## 1894      14.8
## 1895      12.7
## 1896       7.7
## 1897      10.6
## 1898       8.1
## 1899       5.1
## 1900      10.7
## 1901      14.3
## 1902      15.0
## 1903       4.9
## 1904      12.9
## 1905       7.1
## 1906      14.6
## 1907      14.7
## 1908       3.5
## 1909      15.9
## 1910      11.9
## 1911      19.3
## 1912      17.5
## 1913      15.0
## 1914       9.5
## 1915        NA
## 1916      10.7
## 1917      19.5
## 1918       9.7
## 1919       5.1
## 1920        NA
## 1921       9.1
## 1922      14.0
## 1923       8.6
## 1924        NA
## 1925      15.5
## 1926        NA
## 1927      11.4
## 1928      15.1
## 1929      12.9
## 1930      13.4
## 1931      16.1
## 1932      13.3
## 1933      20.4
## 1934      15.7
## 1935      14.4
## 1936      12.7
## 1937       2.9
## 1938      12.6
## 1939      16.0
## 1940        NA
## 1941        NA
## 1942      15.0
## 1943      13.1
## 1944      10.7
## 1945       9.9
## 1946      14.8
## 1947      12.3
## 1948      12.1
## 1949      12.2
## 1950      13.3
## 1951      14.1
## 1952      12.4
## 1953       5.4
## 1954      10.0
## 1955      14.3
## 1956      10.2
## 1957       9.8
## 1958      12.1
## 1959      12.5
## 1960      15.1
## 1961      12.8
## 1962      15.3
## 1963      14.3
## 1964      13.3
## 1965      16.2
## 1966      11.8
## 1967       9.5
## 1968      14.0
## 1969      12.5
## 1970      15.1
## 1971      16.1
## 1972      19.0
## 1973        NA
## 1974       7.6
## 1975      17.3
## 1976       4.3
## 1977      13.6
## 1978      18.6
## 1979      12.6
## 1980      11.1
## 1981      16.2
## 1982        NA
## 1983       9.3
## 1984      13.3
## 1985      18.5
## 1986      16.3
## 1987      15.7
## 1988      12.9
## 1989      14.6
## 1990        NA
## 1991      13.4
## 1992      16.2
## 1993      10.3
## 1994      10.3
## 1995      12.0
## 1996        NA
## 1997      13.1
## 1998      16.0
## 1999      13.9
## 2000      13.1
## 2001       8.5
## 2002       8.8
## 2003       5.8
## 2004      13.3
## 2005      13.4
## 2006       0.0
## 2007       8.9
## 2008      15.4
## 2009      14.8
## 2010      15.0
## 2011      14.5
## 2012      12.8
## 2013      10.3
## 2014       8.0
## 2015       8.2
## 2016      15.2
## 2017      16.2
## 2018      12.9
## 2019      17.1
## 2020      10.6
## 2021      13.9
## 2022      11.3
## 2023      13.5
## 2024      13.9
## 2025       9.2
## 2026      13.3
## 2027      20.6
## 2028      11.1
## 2029      15.0
## 2030       5.4
## 2031      17.9
## 2032        NA
## 2033        NA
## 2034      11.7
## 2035       7.1
## 2036       9.0
## 2037      10.1
## 2038      15.7
## 2039       8.5
## 2040      15.8
## 2041      13.7
## 2042      12.4
## 2043       7.5
## 2044      13.2
## 2045      10.7
## 2046      12.3
## 2047       9.6
## 2048       6.8
## 2049        NA
## 2050       4.8
## 2051      11.7
## 2052      14.0
## 2053      11.3
## 2054      12.4
## 2055      12.2
## 2056      11.6
## 2057      12.9
## 2058       4.5
## 2059      12.1
## 2060      10.1
## 2061      10.2
## 2062      10.8
## 2063       6.6
## 2064       7.8
## 2065        NA
## 2066      15.4
## 2067       5.2
## 2068      15.2
## 2069      15.8
## 2070       8.4
## 2071      10.3
## 2072      10.2
## 2073      13.9
## 2074      12.9
## 2075      14.0
## 2076      15.0
## 2077      11.0
## 2078      15.2
## 2079       7.8
## 2080      13.8
## 2081      15.6
## 2082       9.6
## 2083      12.0
## 2084      18.7
## 2085      10.4
## 2086      12.7
## 2087      12.1
## 2088      12.5
## 2089       7.0
## 2090      11.7
## 2091       6.4
## 2092      19.0
## 2093      18.1
## 2094      16.5
## 2095      11.9
## 2096      12.5
## 2097      14.2
## 2098      13.9
## 2099      14.0
## 2100      18.4
## 2101      13.6
## 2102       9.2
## 2103       8.2
## 2104      12.3
## 2105       7.3
## 2106      17.0
## 2107      10.4
## 2108       7.8
## 2109      13.8
## 2110      12.6
## 2111        NA
## 2112       7.7
## 2113      15.1
## 2114      12.1
## 2115      10.6
## 2116        NA
## 2117      16.3
## 2118      15.7
## 2119       9.8
## 2120      10.0
## 2121      13.3
## 2122      12.6
## 2123      11.6
## 2124      11.6
## 2125      12.9
## 2126      11.5
## 2127      14.6
## 2128      10.7
## 2129       9.7
## 2130      12.4
## 2131      14.2
## 2132       8.8
## 2133      12.9
## 2134      10.4
## 2135      16.5
## 2136      12.3
## 2137      13.5
## 2138      16.1
## 2139      18.7
## 2140      13.4
## 2141      12.5
## 2142      11.1
## 2143      20.3
## 2144        NA
## 2145      10.9
## 2146      15.9
## 2147      11.3
## 2148      13.7
## 2149      10.7
## 2150      16.0
## 2151      17.2
## 2152      10.0
## 2153      14.2
## 2154      12.4
## 2155       7.2
## 2156       6.4
## 2157       7.7
## 2158      14.5
## 2159      14.0
## 2160      15.5
## 2161      13.5
## 2162       5.4
## 2163      18.6
## 2164      10.7
## 2165       0.0
## 2166      13.8
## 2167       4.4
## 2168      12.3
## 2169       9.3
## 2170      10.6
## 2171      12.1
## 2172      16.2
## 2173      16.1
## 2174       5.8
## 2175      11.3
## 2176      18.9
## 2177      10.7
## 2178      12.0
## 2179      17.2
## 2180      13.5
## 2181        NA
## 2182       9.6
train %>% filter(infant.deaths > 750)
##    Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1    India 2007 Developing            65.2              26          1400
## 2    India 2003 Developing            63.7             216          1700
## 3    India 2011 Developing            66.8             193          1100
## 4    India 2001 Developing            62.9             222          1800
## 5    India 2006 Developing            64.8              28          1500
## 6    India 2013 Developing            67.6             187          1000
## 7    India 2005 Developing            64.4             211          1500
## 8    India 2010 Developing            66.4             196          1200
## 9    India 2008 Developing            65.5              23          1300
## 10   India 2009 Developing            66.0               2          1300
## 11   India 2015 Developing            68.3             181           910
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     1.59              5.2347703           6   41144 14.4              1900
## 2     1.19             19.4808682          NA   47147 12.6              2200
## 3     3.00             64.6059005          44   33634 16.4              1500
## 4     1.00             19.0034061          NA   51780 11.8              2400
## 5     1.37             34.8594267           6   64185 13.9              2000
## 6     3.11             67.6723044           7   13822 17.5              1300
## 7     1.27              3.5096369           8   36711 13.5              2000
## 8     2.77             57.7335986          38   31458 15.9              1600
## 9     1.93             43.0304331          29   44258 14.9              1800
## 10    2.50              0.8441863          37   56188 15.4              1700
## 11      NA              0.0000000          87   90387 18.7              1100
##    Polio Total.expenditure Diphtheria HIV.AIDS        GDP Population
## 1     67              4.23         64      0.3  118.16637 1179681239
## 2     57              4.30         61      0.3  541.13523   11827848
## 3     79              4.33         82      0.2 1461.67196  124723629
## 4     58              4.50         59      0.3  447.13897  171477855
## 5     66              4.25         65      0.3  792.25970 1161977719
## 6     82              4.53         83      0.2 1452.19537  127856227
## 7     65              4.28         65      0.3   77.81900 1144118674
## 8     76              4.28         79      0.2 1345.77153   12398691
## 9     69              4.34          7      0.3  991.48463  119714696
## 10    73              4.38         74      0.2   19.31777  121427132
## 11    86                NA         87      0.2 1613.18878    1395398
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                  27.1               28.0                           0.546
## 2                  27.3               28.3                           0.505
## 3                  26.9               27.7                           0.580
## 4                  27.5               28.5                           0.494
## 5                  27.1               28.0                           0.536
## 6                  26.8               27.5                           0.599
## 7                  27.2               28.1                           0.526
## 8                  27.0               27.8                           0.569
## 9                  27.0               27.9                           0.556
## 10                 27.0               27.8                           0.563
## 11                 26.7               27.3                           0.615
##    Schooling
## 1        9.9
## 2        8.6
## 3       10.8
## 4        8.3
## 5        9.7
## 6       11.5
## 7        9.4
## 8       10.4
## 9       10.2
## 10      10.5
## 11      11.6
train %>% filter(Country == "India")
##    Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1    India 2007 Developing            65.2              26          1400
## 2    India 2003 Developing            63.7             216          1700
## 3    India 2011 Developing            66.8             193          1100
## 4    India 2001 Developing            62.9             222          1800
## 5    India 2006 Developing            64.8              28          1500
## 6    India 2013 Developing            67.6             187          1000
## 7    India 2005 Developing            64.4             211          1500
## 8    India 2010 Developing            66.4             196          1200
## 9    India 2008 Developing            65.5              23          1300
## 10   India 2009 Developing            66.0               2          1300
## 11   India 2015 Developing            68.3             181           910
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     1.59              5.2347703           6   41144 14.4              1900
## 2     1.19             19.4808682          NA   47147 12.6              2200
## 3     3.00             64.6059005          44   33634 16.4              1500
## 4     1.00             19.0034061          NA   51780 11.8              2400
## 5     1.37             34.8594267           6   64185 13.9              2000
## 6     3.11             67.6723044           7   13822 17.5              1300
## 7     1.27              3.5096369           8   36711 13.5              2000
## 8     2.77             57.7335986          38   31458 15.9              1600
## 9     1.93             43.0304331          29   44258 14.9              1800
## 10    2.50              0.8441863          37   56188 15.4              1700
## 11      NA              0.0000000          87   90387 18.7              1100
##    Polio Total.expenditure Diphtheria HIV.AIDS        GDP Population
## 1     67              4.23         64      0.3  118.16637 1179681239
## 2     57              4.30         61      0.3  541.13523   11827848
## 3     79              4.33         82      0.2 1461.67196  124723629
## 4     58              4.50         59      0.3  447.13897  171477855
## 5     66              4.25         65      0.3  792.25970 1161977719
## 6     82              4.53         83      0.2 1452.19537  127856227
## 7     65              4.28         65      0.3   77.81900 1144118674
## 8     76              4.28         79      0.2 1345.77153   12398691
## 9     69              4.34          7      0.3  991.48463  119714696
## 10    73              4.38         74      0.2   19.31777  121427132
## 11    86                NA         87      0.2 1613.18878    1395398
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                  27.1               28.0                           0.546
## 2                  27.3               28.3                           0.505
## 3                  26.9               27.7                           0.580
## 4                  27.5               28.5                           0.494
## 5                  27.1               28.0                           0.536
## 6                  26.8               27.5                           0.599
## 7                  27.2               28.1                           0.526
## 8                  27.0               27.8                           0.569
## 9                  27.0               27.9                           0.556
## 10                 27.0               27.8                           0.563
## 11                 26.7               27.3                           0.615
##    Schooling
## 1        9.9
## 2        8.6
## 3       10.8
## 4        8.3
## 5        9.7
## 6       11.5
## 7        9.4
## 8       10.4
## 9       10.2
## 10      10.5
## 11      11.6
train %>% filter(infant.deaths > 480 & infant.deaths < 520)
##   Country Year     Status Life.expectancy Adult.Mortality infant.deaths Alcohol
## 1 Nigeria 2014 Developing            53.6             362           490    0.01
## 2 Nigeria 2015 Developing            54.5             344           483      NA
## 3 Nigeria 2012 Developing            52.7             374           505    8.54
## 4 Nigeria 2013 Developing            53.2             367           498    8.30
##   percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths Polio
## 1               263.2111          49    6855 24.7               759    49
## 2                 0.0000          49   12423 25.4               747    49
## 3               204.7186          42    6447 23.5               788    42
## 4               194.2033          46   52852 24.1               773    46
##   Total.expenditure Diphtheria HIV.AIDS      GDP Population
## 1              3.67         49      3.9 3221.678    1764652
## 2                NA         49      3.7 2655.158  181181744
## 3              3.30         42      4.4 2755.298  167297284
## 4              3.70         46      3.9 2996.964   17182933
##   thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                  1.1                9.9                           0.521
## 2                  9.8                9.7                           0.525
## 3                  1.7                1.6                           0.507
## 4                  1.4                1.2                           0.514
##   Schooling
## 1      10.0
## 2      10.0
## 3       9.7
## 4       9.8
train %>% filter(Country == "Nigeria")
##    Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Nigeria 2014 Developing            53.6             362           490
## 2  Nigeria 2006 Developing            49.8             396           549
## 3  Nigeria 2010 Developing            52.0             374           521
## 4  Nigeria 2004 Developing            48.5              47           563
## 5  Nigeria 2003 Developing            48.1              41           567
## 6  Nigeria 2015 Developing            54.5             344           483
## 7  Nigeria 2000 Developing            47.1              45           576
## 8  Nigeria 2009 Developing            51.6             376           527
## 9  Nigeria 2012 Developing            52.7             374           505
## 10 Nigeria 2005 Developing            49.2               4           556
## 11 Nigeria 2007 Developing            55.0             388           542
## 12 Nigeria 2013 Developing            53.2             367           498
## 13 Nigeria 2008 Developing            59.0             386           536
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     0.01             263.211103          49    6855 24.7               759
## 2     9.66              10.357794          27     704 19.9               879
## 3     8.90             133.123087          49    8491 22.2               817
## 4     9.76              57.225558          NA   31521 18.8               907
## 5     9.75              30.195508          NA  141258 18.3               918
## 6       NA               0.000000          49   12423 25.4               747
## 7     9.23              22.481776          NA  212183 16.9               943
## 8     9.05              14.567647          63    1272 21.6               832
## 9     8.54             204.718626          42    6447 23.5               788
## 10    9.71               6.416253          18  110927 19.3               893
## 11    9.55             104.474644          42    2613  2.4               863
## 12    8.30             194.203288          46   52852 24.1               773
## 13    9.30             105.591063          41    9960 21.0               848
##    Polio Total.expenditure Diphtheria HIV.AIDS        GDP Population
## 1     49              3.67         49      3.9 3221.67813    1764652
## 2     46              3.66          4      5.3  119.74329   14261494
## 3     54              3.47         54      4.8 2327.32670  158578261
## 4     43              4.33         33      5.4  648.81585  135393616
## 5     42              4.50         29      5.4  512.65719  131972533
## 6     49                NA         49      3.7 2655.15798  181181744
## 7     31              2.84         29      4.9  379.11933    1223529
## 8     66              4.24         63      4.9  197.66142   15442181
## 9     42              3.30         42      4.4 2755.29779  167297284
## 10    45              4.11         36      5.4   87.89387  138939478
## 11    54              4.47         42      5.2 1136.82965   14641724
## 12    46              3.70         46      3.9 2996.96432   17182933
## 13     6              4.00         53      5.0 1383.89335    1534739
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   1.1                9.9                           0.521
## 2                  12.6               12.6                           0.466
## 3                  11.3               11.2                           0.492
## 4                  13.2               13.2                           0.445
## 5                  13.5               13.6                           0.000
## 6                   9.8                9.7                           0.525
## 7                  14.3               14.4                           0.000
## 8                  11.7               11.6                           0.487
## 9                   1.7                1.6                           0.507
## 10                 12.9               12.9                           0.463
## 11                 12.3               12.3                           0.477
## 12                  1.4                1.2                           0.514
## 13                 12.0               11.9                           0.481
##    Schooling
## 1       10.0
## 2        9.0
## 3        9.5
## 4        8.5
## 5        8.1
## 6       10.0
## 7        7.6
## 8        9.3
## 9        9.7
## 10       8.9
## 11       9.1
## 12       9.8
## 13       9.2

infant.deaths do not seem to indicate any initial reporting errors. The differences seem to arise due to country.

Check out BMI:

train %>% filter(BMI < 8)
##                                                  Country Year     Status
## 1                                                 Guyana 2007 Developing
## 2                                               Viet Nam 2002 Developing
## 3                                              Mauritius 2010 Developing
## 4                                                  Yemen 2014 Developing
## 5                                              Nicaragua 2011 Developing
## 6                                                   Iraq 2002 Developing
## 7                                                Romania 2015  Developed
## 8                                                 Bhutan 2010 Developing
## 9                                                Algeria 2007 Developing
## 10                                           Philippines 2006 Developing
## 11  United Kingdom of Great Britain and Northern Ireland 2004  Developed
## 12                                            Seychelles 2006 Developing
## 13                                               Georgia 2008 Developing
## 14                              United States of America 2001  Developed
## 15                                          Saudi Arabia 2005 Developing
## 16                              United States of America 2000  Developed
## 17                                              Thailand 2003 Developing
## 18                                               Tunisia 2014 Developing
## 19                                                  Cuba 2001 Developing
## 20                                             Sri Lanka 2011 Developing
## 21                                               Finland 2011 Developing
## 22                                    Dominican Republic 2007 Developing
## 23                                                 China 2012 Developing
## 24                                          South Africa 2014 Developing
## 25                                                Serbia 2015 Developing
## 26                                                Latvia 2013  Developed
## 27                                                Guinea 2009 Developing
## 28                                          Turkmenistan 2005 Developing
## 29                                               Croatia 2009  Developed
## 30                 Democratic People's Republic of Korea 2010 Developing
## 31                                      Papua New Guinea 2004 Developing
## 32                                 Sao Tome and Principe 2015 Developing
## 33                                               Lebanon 2005 Developing
## 34                 Democratic People's Republic of Korea 2011 Developing
## 35                                   Antigua and Barbuda 2004 Developing
## 36                                                Rwanda 2013 Developing
## 37                                              Pakistan 2008 Developing
## 38                                                Zambia 2009 Developing
## 39                                            Costa Rica 2015 Developing
## 40                                       Solomon Islands 2003 Developing
## 41                                               Ecuador 2009 Developing
## 42                                              Bulgaria 2007  Developed
## 43                                             Swaziland 2011 Developing
## 44                                   Republic of Moldova 2010 Developing
## 45                                                Kuwait 2013 Developing
## 46                                                  Mali 2010 Developing
## 47                            Iran (Islamic Republic of) 2007 Developing
## 48                                               Belgium 2005  Developed
## 49                                                 Samoa 2006 Developing
## 50                                            Tajikistan 2015 Developing
## 51                                        Côte d'Ivoire 2003 Developing
## 52                                                 Kenya 2012 Developing
## 53                                              Paraguay 2015 Developing
## 54                                               Senegal 2008 Developing
## 55                                            Cabo Verde 2014 Developing
## 56                                                  Iraq 2001 Developing
## 57                                               Vanuatu 2012 Developing
## 58                                Bosnia and Herzegovina 2005 Developing
## 59                                                  Togo 2008 Developing
## 60                                                 Kenya 2013 Developing
## 61                                          South Africa 2000 Developing
## 62                           United Republic of Tanzania 2010 Developing
## 63                                            Bangladesh 2001 Developing
## 64                                               Comoros 2007 Developing
## 65                                             Swaziland 2012 Developing
## 66                                           New Zealand 2002  Developed
## 67                                                Rwanda 2014 Developing
## 68                                     Equatorial Guinea 2007 Developing
## 69                                               Belgium 2006  Developed
## 70                                                 Spain 2005  Developed
## 71                                            Madagascar 2015 Developing
## 72             The former Yugoslav republic of Macedonia 2015 Developing
## 73                                               Germany 2012  Developed
## 74                                                Belize 2014 Developing
## 75                                                Turkey 2008 Developing
## 76                                   Trinidad and Tobago 2008 Developing
## 77                                                Norway 2014  Developed
## 78                                              Paraguay 2002 Developing
## 79                              Central African Republic 2011 Developing
## 80                                                Guinea 2010 Developing
## 81                                   Antigua and Barbuda 2003 Developing
## 82                                               Tunisia 2003 Developing
## 83                                                 Gabon 2005 Developing
## 84                                            Kazakhstan 2012 Developing
## 85                                                 Egypt 2014 Developing
## 86                                              Zimbabwe 2012 Developing
## 87                                               Austria 2001  Developed
## 88                                            Mauritania 2015 Developing
## 89                                           El Salvador 2006 Developing
## 90                                              Portugal 2013  Developed
## 91                                               Austria 2000  Developed
## 92                                              Djibouti 2005 Developing
## 93                                            Montenegro 2012 Developing
## 94                                              Slovenia 2015  Developed
## 95                                               Senegal 2007 Developing
## 96                                                  Fiji 2000 Developing
## 97                                            Kyrgyzstan 2010 Developing
## 98                                              Bulgaria 2006  Developed
## 99                                                Panama 2005 Developing
## 100                                               Angola 2010 Developing
## 101                                               Poland 2013  Developed
## 102                                        Guinea-Bissau 2006 Developing
## 103                                              Belarus 2012 Developing
## 104                     Saint Vincent and the Grenadines 2011 Developing
## 105                                           Uzbekistan 2010 Developing
## 106                                    Republic of Korea 2013 Developing
## 107                                              Ukraine 2013 Developing
## 108                                          New Zealand 2003  Developed
## 109                                            Mauritius 2009 Developing
## 110                                               Cyprus 2015  Developed
## 111                                              Myanmar 2011 Developing
## 112                                                 Cuba 2014 Developing
## 113                                            Lithuania 2010  Developed
## 114                                            Indonesia 2007 Developing
## 115                                             Malaysia 2015 Developing
## 116                                             Colombia 2005 Developing
## 117                                 United Arab Emirates 2013 Developing
## 118                     Democratic Republic of the Congo 2012 Developing
## 119                                              Belgium 2007  Developed
## 120                                             Barbados 2010 Developing
## 121                                Sao Tome and Principe 2000 Developing
## 122                                           Mozambique 2011 Developing
## 123                                         Sierra Leone 2008 Developing
## 124                                              Jamaica 2010 Developing
## 125                                         Sierra Leone 2007 Developing
## 126                                               Gambia 2004 Developing
## 127                                              Hungary 2008  Developed
## 128                          United Republic of Tanzania 2009 Developing
## 129                                              Bahrain 2010 Developing
## 130                                                Gabon 2004 Developing
## 131                                           Luxembourg 2012  Developed
## 132                                  Republic of Moldova 2011 Developing
## 133                                             Portugal 2001  Developed
## 134                                            Australia 2004  Developed
## 135                                             Portugal 2014  Developed
## 136                                             Mongolia 2003 Developing
## 137                                               Zambia 2010 Developing
## 138                                              Ireland 2012  Developed
## 139                                    Equatorial Guinea 2005 Developing
## 140                                              Finland 2010 Developing
## 141                                              Armenia 2009 Developing
## 142                                              Liberia 2001 Developing
## 143                                              Liberia 2000 Developing
## 144                                             Botswana 2001 Developing
## 145                                             Mongolia 2013 Developing
## 146                                              Somalia 2007 Developing
## 147                                            Singapore 2007  Developed
## 148                                    Republic of Korea 2012 Developing
## 149                                    Brunei Darussalam 2004 Developing
## 150                                              Czechia 2003  Developed
## 151                                               Greece 2005 Developing
## 152                                              Iceland 2013  Developed
## 153                                              Lesotho 2011 Developing
## 154                                              Bahamas 2009 Developing
## 155                                           Luxembourg 2013  Developed
## 156                                                Tonga 2007 Developing
## 157                                           Azerbaijan 2013 Developing
## 158                                              Uruguay 2009 Developing
## 159                                Saint Kitts and Nevis 2013 Developing
## 160                                         Turkmenistan 2004 Developing
## 161                                              Nigeria 2007 Developing
## 162                                                Congo 2003 Developing
## 163                                              Bahrain 2011 Developing
## 164                                             Viet Nam 2004 Developing
## 165                                                Benin 2005 Developing
## 166                                              Namibia 2008 Developing
## 167                                              Morocco 2007 Developing
## 168                                             Viet Nam 2003 Developing
## 169                                           Seychelles 2005 Developing
## 170                                                 Fiji 2012 Developing
## 171                                              Armenia 2008 Developing
## 172                                            Singapore 2005  Developed
## 173                                           Luxembourg 2014  Developed
## 174                                         Saudi Arabia 2006 Developing
## 175                                              Croatia 2010  Developed
## 176                                             Maldives 2008 Developing
## 177                                             Honduras 2014 Developing
## 178                                              Ukraine 2014 Developing
## 179                                    Equatorial Guinea 2006 Developing
## 180                                           Costa Rica 2005 Developing
## 181                                              Grenada 2005 Developing
## 182                                                 Peru 2007 Developing
## 183                                               Mexico 2011 Developing
## 184                                   Russian Federation 2015 Developing
## 185                                              Somalia 2006 Developing
## 186                                          El Salvador 2007 Developing
## 187                                             Portugal 2000  Developed
## 188                                             Thailand 2002 Developing
## 189                                            Lithuania 2012  Developed
## 190                                             Pakistan 2007 Developing
## 191                                                Benin 2004 Developing
## 192                                               Norway 2013  Developed
## 193                                    Brunei Darussalam 2014 Developing
## 194                                                Libya 2011 Developing
## 195                                          Switzerland 2000  Developed
## 196                                               France 2010 Developing
## 197                                                Ghana 2002 Developing
## 198                                             Djibouti 2006 Developing
## 199                                               Jordan 2008 Developing
## 200                     Democratic Republic of the Congo 2013 Developing
## 201                                            Singapore 2006  Developed
## 202                                            Australia 2003  Developed
## 203                                Sao Tome and Principe 2014 Developing
## 204                                               Canada 2004 Developing
## 205                                               Guyana 2008 Developing
## 206                                    Republic of Korea 2011 Developing
## 207                                             Djibouti 2007 Developing
## 208                                              Lesotho 2012 Developing
## 209                                      Solomon Islands 2015 Developing
## 210                                              Liberia 2002 Developing
## 211                                              Iceland 2014  Developed
## 212                                              Lebanon 2004 Developing
## 213                                              Czechia 2004  Developed
## 214                                              Uruguay 2008 Developing
## 215                                 Syrian Arab Republic 2008 Developing
## 216                                                Tonga 2006 Developing
## 217                                             Zimbabwe 2013 Developing
## 218                                               France 2011 Developing
##     Life.expectancy Adult.Mortality infant.deaths Alcohol
## 1              65.7             232             1    7.20
## 2              73.8             137            30    2.03
## 3              73.3             163             0    2.95
## 4              65.4             228            37    0.01
## 5              74.5             147             3    3.39
## 6              74.0              14            30    0.15
## 7              75.0             133             2      NA
## 8              67.9             228             1    0.28
## 9              73.8             129            20    0.44
## 10             67.3             219            63    4.08
## 11             78.8              83             4   12.22
## 12             72.2             185             0    8.12
## 13             73.9             128             1    7.17
## 14             76.9             115            28    8.25
## 15             73.1              11             9    0.05
## 16             76.8             114            28    8.21
## 17             71.7             189            15    6.14
## 18             75.1              12             3    1.39
## 19             76.7             115             1    4.04
## 20             74.5             141             3    3.03
## 21             83.0              86             0    9.81
## 22             72.9             164             6    6.05
## 23             75.4              89           201    5.74
## 24             62.0             347            42    7.38
## 25             75.6             121             1      NA
## 26             74.1             161             0   10.37
## 27             57.3             297            29    0.18
## 28             63.3             248             6    2.85
## 29             76.3              19             0   12.21
## 30             69.0             157             8    3.12
## 31             59.9             314            11    0.58
## 32             67.5              19             0      NA
## 33             73.9              11             1    1.94
## 34             69.4             153             8    3.39
## 35             74.4             149             0    7.28
## 36             65.2             233            12    0.01
## 37             64.6             177           369    0.03
## 38             57.4             368            30    2.30
## 39             79.6              95             1      NA
## 40             66.8             215             0    1.18
## 41             75.1             137             7    3.87
## 42             72.6             157             1   10.89
## 43             55.0             438             2    5.20
## 44             68.8             219             1    8.25
## 45             74.5              83             1    0.01
## 46             56.5             273            54    0.60
## 47             72.4             138            25    0.02
## 48             78.9              89             0   12.27
## 49             72.0             153             0    3.52
## 50             69.7             161            10      NA
## 51             48.0             473            64    3.12
## 52             62.1             263            59    1.81
## 53             74.0             146             2      NA
## 54             62.8             225            22    0.28
## 55             73.0             117             0    0.01
## 56             72.0             142            30    0.17
## 57             71.4             138             0    0.01
## 58             75.0              12             0    4.56
## 59             56.2             344            14    1.33
## 60             62.6             258            58    1.84
## 61             57.3             397            51    7.30
## 62             57.5              36            89    4.19
## 63             65.8             168           219    0.01
## 64             66.0             259             2    0.16
## 65             56.5             412             2    0.01
## 66             78.7              83             0    9.13
## 67             65.7              23            12    0.01
## 68             55.0             339             3    6.86
## 69             79.4              85             0   10.98
## 70             81.0              77             2   11.92
## 71             65.5              22            28      NA
## 72             75.7              12             0      NA
## 73             86.0              71             2   11.18
## 74             70.0             177             0    6.58
## 75             73.5             121            25    1.39
## 76             69.9             185             0    6.41
## 77             81.6              61             0    6.06
## 78             71.5             168             4    5.66
## 79             49.8             443            16    1.66
## 80             57.8             291            29    0.20
## 81             74.2             151             0    7.16
## 82             73.7              17             4    1.34
## 83             65.0              37             2    7.72
## 84             69.1             214             6    6.82
## 85             78.0             161            53    0.21
## 86             56.6             429            26    6.09
## 87             78.6              92             0   12.40
## 88             63.1              25             8      NA
## 89             75.0             211             3    2.77
## 90             86.0              79             0   10.00
## 91             78.1              96             0   13.20
## 92             58.6             318             2    1.23
## 93             75.6              11             0    0.01
## 94             88.0              74             0      NA
## 95             62.1              23            22    0.32
## 96             67.7             221             0    2.05
## 97             68.8             199             4    2.73
## 98             72.2             161             1   10.39
## 99             75.8             122             1    5.53
## 100            49.6             365            78    7.80
## 101            77.1              12             2   11.63
## 102            54.4              36             5    3.22
## 103            71.9             194             0   16.35
## 104            72.7              16             0    7.02
## 105            68.3             183            20    2.73
## 106            81.7              68             1    9.33
## 107            71.0             198             4    8.44
## 108            79.1              82             0    8.91
## 109            72.8             166             0    2.83
## 110            85.0              52             0      NA
## 111            65.6              27            47    0.33
## 112            79.0              93             1    4.37
## 113            72.4             188             0   12.90
## 114            67.5              19           154    0.06
## 115            75.0             123             4      NA
## 116            73.1             144            15    4.38
## 117            76.7              78             1    1.82
## 118            58.3             277           239    0.01
## 119            79.5              86             0   10.25
## 120            74.7              16             0    8.41
## 121            62.6             224             0    5.07
## 122            54.3              47            66    0.94
## 123            46.2             441            29    3.91
## 124            75.0             138             1    3.55
## 125            45.3              45            29    3.86
## 126            57.3             296             3    2.51
## 127            74.1             165             1   11.64
## 128            56.9             368            91    3.97
## 129            76.1              73             0    1.93
## 130            59.7             322             2    8.13
## 131            81.1               7             0   11.34
## 132            77.0             177             1    9.45
## 133            76.9              11             1   12.22
## 134            86.0              69             1    9.84
## 135            89.0              78             0    9.88
## 136            64.0             271             2    1.31
## 137            58.0             363            30    2.47
## 138            85.0              69             0   11.49
## 139            54.4             337             3    7.19
## 140            79.9              89             0    9.72
## 141            73.3             137             1    3.96
## 142            51.5             333            14    4.40
## 143            51.9              39            14    4.46
## 144            46.7             679             2    5.48
## 145            68.1             227             1    0.01
## 146            51.5              34            52    0.01
## 147            81.1              65             0    1.60
## 148            81.2              69             1    9.56
## 149            76.4              89             0    0.11
## 150            75.2             122             0   13.01
## 151            79.3              81             0    9.95
## 152            82.4               5             0    7.31
## 153            52.3              52             4    2.39
## 154            74.6             168             0    9.29
## 155            81.4              68             0   11.02
## 156            72.5             146             0    2.05
## 157            72.2             121             5    2.14
## 158            76.6             118             0    6.67
## 159              NA              NA             0    8.54
## 160            63.5             238             6    2.86
## 161            55.0             388           542    9.55
## 162            53.2             417             9    2.45
## 163            76.1              76             0    1.66
## 164            74.2             136            29    2.86
## 165            56.5             285            25    1.13
## 166            61.7             317             3    6.28
## 167            71.4             128            21    0.56
## 168            74.0             137            30    2.19
## 169            72.2             185             0    7.82
## 170            69.4             195             0    0.01
## 171            73.2              14             1    3.96
## 172            82.0              69             0    1.49
## 173            81.7              65             0   11.12
## 174            73.2               1             9    0.08
## 175            76.6              16             0   12.10
## 176            75.9              81             0    1.76
## 177            74.5             149             3    2.87
## 178            78.0              23             4    8.06
## 179            54.8             337             3    7.28
## 180            78.6              97             1    4.10
## 181            71.5             169             0    8.80
## 182            74.0             133            11    4.29
## 183            76.1             124            34    5.30
## 184            75.0             222            13      NA
## 185            51.5             337            51    0.01
## 186            71.2              23             2    2.83
## 187            76.6              11             1   11.89
## 188            71.4             192            16    5.93
## 189            73.0             176             0   15.14
## 190            64.4             178           367    0.03
## 191            56.1             285            25    1.15
## 192            81.5              62             0    6.21
## 193            77.6               8             0    0.01
## 194            71.3             161             2    0.01
## 195            79.7              78             0   11.26
## 196            81.3              86             3   11.70
## 197            57.6              31            42    1.60
## 198            59.1              39             2    1.02
## 199            73.1             119             4    0.61
## 200            58.8             272           238    0.01
## 201            87.0              66             0    1.55
## 202            83.0              71             1    9.97
## 203            67.3             191             0    0.01
## 204            80.0              77             2    7.80
## 205            66.3             218             1    7.32
## 206            81.1              72             2    9.34
## 207            59.8             296             1    0.45
## 208            52.2             513             4    0.01
## 209            69.2             177             0      NA
## 210            56.0             371            13    4.27
## 211            82.5              49             0    7.45
## 212            73.7              13             1    2.10
## 213            75.8             116             0   13.24
## 214            76.4             119             1    6.76
## 215            73.8             122             8    0.80
## 216            72.4             148             0    1.79
## 217            58.0             399            25    6.39
## 218            81.7              83             3   11.80
##     percentage.expenditure Hepatitis.B Measles BMI under.five.deaths Polio
## 1               362.870227          94       0 4.3                 1    94
## 2                 0.000000          NA    6755 1.0                39    92
## 3                 0.108056          99      12 3.7                 0    99
## 4                 0.000000          73     815 4.4                47    67
## 5               321.613259          98       0 5.9                 3    99
## 6                 0.000000          65       0 5.6                37    76
## 7                 0.000000           9       4 6.7                 2    89
## 8               244.039195          91      21 2.3                 1    92
## 9               320.323924           9       0 5.8                23    95
## 10              121.362547          77       9 2.6                82    88
## 11                0.000000          NA     189 6.1                 4    92
## 12              102.373909          99      10 3.7                 0    99
## 13              151.762567          89      56 5.5                 1     9
## 14                0.000000          89     116 6.9                33    89
## 15             1117.048134          97     373 6.2                10    96
## 16                0.000000           9      85 6.1                33     9
## 17              282.836461          96    4519 2.9                18    98
## 18              604.870132          98      15 6.2                 3    98
## 19              322.586315          98       0 5.4                 1    99
## 20               20.833024          99      60 2.5                 4    99
## 21               71.016208          NA      27 6.6                 0    99
## 22               74.821749          81       0 5.4                 8    86
## 23               94.434457          99    6183 3.0               233    99
## 24              922.050731           8      66 5.3                52    77
## 25                0.000000          94     383 6.0                 1    95
## 26              150.311688          94       0 6.2                 0    94
## 27               24.847636          57     264 2.3                46     6
## 28                2.198886          99       0 4.7                 8    99
## 29             2160.380199          97       2 6.0                 0    96
## 30                0.000000          93       0 3.3                10    99
## 31              158.001946           6    1385 4.4                15    59
## 32                0.000000          96       0 3.9                 0    96
## 33              630.054072          77     618 6.8                 1    74
## 34                0.000000          94       0 3.8                10    99
## 35               22.862952          97       0 4.8                 0    97
## 36               11.710907          98      17 2.1                17    98
## 37                5.447134          65    1129 2.6               460     7
## 38              143.869887          94      26 2.2                47    93
## 39                0.000000          92       0 6.5                 1    92
## 40               16.831706          79       0 4.4                 0    84
## 41              282.144007          91       0 5.0                 8    91
## 42              591.510098          95       1 6.9                 1    95
## 43              735.709098          91       0 3.2                 3    85
## 44                0.000000          98       0 5.4                 1    97
## 45             2792.677582          99      62 7.2                 1    99
## 46                9.585584          72    1719 2.7                91    77
## 47                0.000000          97     133 5.4                29    98
## 48             5068.214488          77      26 6.2                 1    97
## 49               40.228557          35       0 7.3                 0    37
## 50                0.000000          96       3 4.7                11    96
## 51                0.000000          63    4770 2.9                92    68
## 52              154.226970          94       0 2.1                84    94
## 53                0.000000          93       0 5.2                 3    89
## 54                1.088331          88       6 2.8                34    87
## 55              414.024242          97       0 3.5                 0    95
## 56                0.000000          66    4088 5.1                37     8
## 57              427.988522          64       0 5.8                 0    65
## 58               45.713543          93      23 5.5                 0    95
## 59               69.359248          24     187 2.4                22     8
## 60              165.930498          93     190 2.7                81    94
## 61               45.963808          73    1459 4.1                73    71
## 62                0.000000          91     167 2.7               131    94
## 63                3.395070          NA    4414 1.8               298    85
## 64                9.087638          75       0 2.1                 2    75
## 65              720.233393          95       0 3.7                 3    92
## 66             2892.257132          89      21 6.3                 0    84
## 67                7.549797          98      10 2.8                16    98
## 68             1024.519543          NA       5 2.9                 4    54
## 69             5579.199083          94      15 6.6                 1    99
## 70              405.447598          96      22 6.5                 2    96
## 71                0.000000          69       3 2.5                38    71
## 72                0.000000          92       1 6.3                 0    92
## 73              839.913320          88     166 6.9                 3    94
## 74              670.092088          95       0 5.1                 0    95
## 75               22.672718          92       0 6.2                29    96
## 76             1902.693048           9       0 4.2                 0    91
## 77              177.638288          NA       3 6.8                 0    93
## 78              152.829397          NA       0 4.6                 4    87
## 79               58.529475          47     679 2.7                24    47
## 80               29.747340          64      45 2.8                44    62
## 81             1158.065259          99       0 4.1                 0    99
## 82              321.769417          92      22 5.6                 4    95
## 83              353.243803          28       0 3.8                 3    44
## 84              235.356607          95      55 5.6                 7    98
## 85                0.000000          94    1314 6.2                62    94
## 86               92.602336          97       0 3.3                39    95
## 87             3582.848308          44       0 5.6                 0    83
## 88                0.000000          73       1 3.8                12    67
## 89               57.745626          96       0 5.1                 3    96
## 90             2698.018170          98       1 6.2                 0    98
## 91             3557.455507          33       0 5.1                 0    71
## 92               12.703259          NA     298 3.2                 2    71
## 93              648.133178           9       0 6.2                 0    94
## 94                0.000000          NA      18 6.1                 0    95
## 95                8.309153          94      11 2.3                36    93
## 96               31.258346          98       0 5.2                 0    91
## 97                0.000000          96       0 4.7                 4    88
## 98              508.630459          96       1 6.3                 1    96
## 99              623.910050          92       0 5.3                 2    88
## 100             191.653741          77    1190 2.4               121    81
## 101              23.435335          96      84 6.4                 2    95
## 102              21.533749          NA       0 2.7                 8    74
## 103              91.709621          97      10 6.5                 1    98
## 104               0.000000          96       0 5.3                 0    96
## 105             119.457115          99     117 4.7                23    99
## 106               0.000000          99     107 3.8                 2    99
## 107              52.425296          46       0 6.1                 5    72
## 108            3661.792922          89      66 6.9                 0    86
## 109             624.236183          99      15 3.2                 0    99
## 110               0.000000          97       0 6.3                 0    97
## 111              21.236988           4    2046 2.5                61     9
## 112              13.669102          97       0 6.7                 1    99
## 113            1423.802386          94       2 6.0                 0    95
## 114             102.633435          76   19456 2.5               188    77
## 115               0.000000          99    1318 4.6                 4    99
## 116             531.980818          93       0 5.5                18    93
## 117             377.200913          98       0 6.5                 1    98
## 118               0.000000          75   72029 2.1               317    76
## 119             640.356092          94      64 6.9                 1    99
## 120             154.963086          86       0 5.7                 0     9
## 121               0.000000          NA       0 2.7                 0    87
## 122              40.806180          76     177 2.9                94    73
## 123               5.379606          77      44 2.7                44    75
## 124             396.627097          94       0 5.5                 1    94
## 125              45.571089          63       0 2.2                45    63
## 126               0.000000          95       0 2.3                 6    88
## 127             181.763408          NA       0 6.5                 1    99
## 128               0.000000          85    1574 2.2               135    88
## 129             266.769612          99       0 6.1                 0    99
## 130             443.475063          NA      63 3.3                 3    44
## 131            2284.582150          94       2 6.1                 0    99
## 132               0.000000          96       0 5.9                 1    96
## 133            1657.328352           7       0 5.9                 1    96
## 134             588.568371          95      70 6.9                 1    92
## 135             271.254553          98       0 6.9                 0    98
## 136              56.056864          98      18 4.5                 2    98
## 137             184.364910          83   15754 2.7                45     8
## 138            6616.695125          95     107 6.5                 0    95
## 139              12.066167          NA       0 2.2                 4     5
## 140             591.669141          NA       5 6.2                 0    99
## 141             201.185546          93       0 5.7                 1    94
## 142              16.721429          NA    1379 2.4                20    54
## 143              12.197097          NA    5977 2.2                20    56
## 144             306.952735          87       1 3.5                 4    97
## 145             241.195864          98       0 5.4                 1    98
## 146               0.000000          NA    1149 2.7                84     4
## 147            3082.973535          96      15 3.9                 0    97
## 148               0.000000          99       2 3.4                 2    99
## 149            1504.300040          99      16 3.1                 0    92
## 150               0.000000          92      30 6.4                 0    97
## 151            2785.139364          93     122 6.5                 1    96
## 152             764.544069          NA       0 6.2                 0    91
## 153             195.825251          96     172 3.2                 6    95
## 154               0.000000          95       0 6.7                 0    97
## 155           15515.752340          94       0 6.5                 0    99
## 156             568.869281          87       0 7.8                 0    88
## 157             275.651493          93     164 5.6                 6    96
## 158            1871.736563          95       0 6.7                 1    95
## 159               0.000000          97       0 5.2                 0    96
## 160             186.101397          96       1 4.0                 8    98
## 161             104.474644          42    2613 2.4               863    54
## 162               0.000000          NA    3712 2.7                14     5
## 163             197.773468          99       0 6.8                 0    99
## 164               0.000000          94     217 1.9                36    96
## 165               7.106997           7     210 2.5                39    73
## 166              59.550335          NA       0 3.2                 4    83
## 167             157.643145          95    2248 5.8                25    95
## 168               0.000000          78    2297 1.4                37    96
## 169              21.465313          99       0 3.1                 0    99
## 170             431.485487          99       0 6.2                 0    99
## 171               2.888898          89       0 5.1                 1    91
## 172            2356.731479          96      33 3.2                 0    96
## 173           16255.161980          94       0 6.9                 0    99
## 174            1395.454965          96     807 6.9                10    96
## 175             206.886818          97       7 6.6                 0    97
## 176            1077.712092          98       0 2.3                 0    98
## 177             345.377634          97       0 5.2                 4    97
## 178               5.663849          22       0 6.7                 5    45
## 179             827.597933          NA       0 2.5                 4    52
## 180            1002.833273           9       1 5.3                 1    91
## 181             119.554869          99       0 4.5                 0    99
## 182             516.403702          93       0 5.2                15    93
## 183            1117.196097          98       3 6.8                39    97
## 184               0.000000          97     843 6.5                15    97
## 185               0.000000          NA       7 2.2                83    26
## 186              52.301722          99       0 5.8                 3    99
## 187             167.328017          58      45 5.1                 1    96
## 188              27.638103          95   10315 2.2                19    97
## 189            1807.071336          93       0 6.9                 0    93
## 190               3.912745          75    2801 2.1               459    75
## 191              10.736281          75     262 2.1                39    74
## 192             234.782883          NA       8 6.3                 0    94
## 193             269.143278          99       1 4.2                 0    99
## 194              36.115674          98       0 6.9                 2    98
## 195            5834.582046          NA       0 5.8                 0    95
## 196              72.800121          65    5048 6.1                 3    99
## 197               3.336438           8   12289 2.7                63     8
## 198             121.481208          NA      49 3.6                 2    72
## 199             535.278640          97       2 6.1                 4    98
## 200               0.000000          74   88381 2.6               314    74
## 201            2639.376955          95      23 3.5                 0    95
## 202            3829.550928          95      91 6.3                 1    92
## 203             225.730775          95       0 3.1                 0    95
## 204            5513.329924          14       7 6.6                 2    91
## 205             493.327929          93       0 4.9                 1    93
## 206               0.000000          99      42 3.0                 2    98
## 207              20.868787          25      24 3.9                 2    88
## 208             168.134899          95     179 3.8                 6    93
## 209               0.000000          98       0 5.5                 0    99
## 210              10.424369          NA     131 2.7                19    51
## 211            8254.020763          NA       0 6.6                 0     9
## 212             618.361486          75     213 6.2                 1    74
## 213               0.000000          98      17 6.8                 0    96
## 214              24.731423          94       0 6.1                 1    94
## 215               0.000000          83      19 5.4                 9    83
## 216             503.588196          89       0 7.1                 0    89
## 217              10.666707          95       0 3.8                36    95
## 218             683.919057          74   14949 6.6                 3    99
##     Total.expenditure Diphtheria HIV.AIDS           GDP Population
## 1                6.45         94      1.9   2327.583240     747869
## 2                4.70         75      0.2            NA         NA
## 3                5.29         99      0.2      8.376432       1254
## 4                5.64         73      0.1            NA         NA
## 5                6.39         98      0.1   1682.957924      58782
## 6                  NA         77      0.1            NA   24939299
## 7                  NA         89      0.1   8958.788593   19815481
## 8                5.17         91      0.5   2178.921383     727641
## 9                3.82         95      0.1   3935.183343      34376
## 10               3.95         88      0.1   1391.772325    8789419
## 11               7.98         92      0.1            NA         NA
## 12               3.73         99      0.1   1214.399870        846
## 13               8.99         92      0.1   3174.949100         43
## 14              13.73         94      0.1            NA         NA
## 15               3.42         96      0.1  13739.829450         NA
## 16              13.70         94      0.1            NA         NA
## 17               3.58         98      0.6   2358.936290   64554952
## 18               7.00         98      0.1   4271.681720    1114398
## 19               6.27         98      0.1   2832.188893         NA
## 20               3.28         99      0.1    322.992615       2271
## 21               9.10         99      0.1    579.724150    5388272
## 22               4.34         85      1.6   4647.313590     954353
## 23               5.26         99      0.1   6337.882993     135695
## 24               8.80         77      3.7   6479.625659   54146735
## 25                 NA         95      0.1   5237.255334     795383
## 26               5.67         94      0.1   1532.229240     212647
## 27               3.85         57      2.3    436.689554    1556524
## 28               3.51         99      0.1    174.514750    4754641
## 29               8.18         96      0.1  14157.144160     442978
## 30                 NA         93      0.1            NA         NA
## 31               8.39         62      1.5    637.361621    6161517
## 32                 NA         96      0.2   1624.639630     195553
## 33               8.42         77      0.1   5339.441291    3986852
## 34                 NA         94      0.1            NA         NA
## 35               4.21         97      0.1   1352.837400         NA
## 36               7.69         98      0.5    688.876856    1165151
## 37               3.26         62      0.1    139.312880   16364463
## 38               4.73         94      9.1   1139.112330   13456417
## 39                 NA         92      0.1   1146.362730     487852
## 40               6.00         84      0.1    744.765742     446769
## 41               5.58         94      0.1   4255.565710   14691275
## 42               6.41         95      0.1   5932.899677    7545338
## 43               8.61         91     15.7   3934.273250    1225258
## 44              12.80          9      0.1            NA         NA
## 45               2.56         99      0.1  48399.958100         NA
## 46               6.35         73      1.5     78.377632     157585
## 47               5.84         99      0.1            NA         NA
## 48               9.24         97      0.1  36967.282920    1478617
## 49               4.68         39      0.1    287.963899      18194
## 50                 NA         96      0.2    918.677154    8548651
## 51               4.65         61      6.7            NA         NA
## 52               5.49         94      3.0   1155.258200   43646629
## 53                 NA         93      0.2    419.367724    6639119
## 54               4.94         88      0.6     11.336780    1223957
## 55               4.76         95      0.2   3529.618430     526437
## 56                 NA         78      0.1            NA   24251649
## 57               3.70         64      0.1   3158.586880     247485
## 58               8.50         93      0.1   2968.411860     378153
## 59               5.73         81      4.8    513.391914    6161796
## 60               5.57         87      3.0   1229.114798   44826849
## 61               8.70         73     21.3    337.225300   44896856
## 62               5.30         91      4.6            NA         NA
## 63               2.47         85      0.1     42.598115    1341716
## 64               4.93         75      0.1     72.759313      64162
## 65               8.76         95     12.2   3851.515470    1248158
## 66               7.89          9      0.1  16874.312320         NA
## 67               7.53         98      0.4     76.569952   11345357
## 68               2.25         41      5.9  15761.839130     829327
## 69               9.17         98      0.1  38852.361300    1547958
## 70               8.12         96      0.1   2651.717450   43653155
## 71                 NA         69      0.3     41.857595    2423488
## 72                 NA         91      0.1            NA         NA
## 73               1.99         95      0.1   4465.248910    8425823
## 74               5.79         95      0.2   4852.223666     351694
## 75               6.70         96      0.1    185.689750      74432
## 76               4.40          9      0.3  21188.118570    1315372
## 77               9.72         93      0.1    975.498560    5137232
## 78               6.77         87      0.1   1148.229882     558611
## 79               3.73         47      5.8    494.336779    4476153
## 80               4.55         64      2.2    438.751335     179417
## 81               4.53         99      0.1   9739.825560         NA
## 82               5.36         95      0.1   2761.969249    9939678
## 83               2.76         45     10.9   6741.293948     143126
## 84               4.32         99      0.1  12387.189820   16791425
## 85               5.64         94      0.1            NA         NA
## 86               6.69         95      8.8    955.648466    1471826
## 87               1.12         84      0.1  24489.735530     842293
## 88                 NA         73      0.9   1158.256469    4182341
## 89               6.68         96      0.2    362.951768     656478
## 90               9.55         98      0.1  21618.735340    1457295
## 91               1.60         81      0.1  24517.267450     811566
## 92               7.21         71      3.9     94.729749     783254
## 93               7.25         94      0.1   6586.719290       6261
## 94                 NA         95      0.1   2729.863830     263531
## 95               4.72         94      0.7     95.397852   11873557
## 96               3.87          9      0.1    276.133800     811223
## 97               6.66         96      0.1            NA         NA
## 98               6.67         95      0.1   4513.136280      76122
## 99               7.48         92      0.1   4916.548860     333465
## 100              3.39         77      2.5   3529.534820   23369131
## 101              6.40         99      0.1   1378.549110     384196
## 102              5.87         71      5.6    418.944540    1412669
## 103              5.10         98      0.1    694.243915    9464495
## 104              4.99         96      0.1            NA         NA
## 105              5.34         99      0.2   1377.821400     285624
## 106              7.20         99      0.1            NA         NA
## 107              7.67         76      0.2    429.715540     454896
## 108              7.71          9      0.1  21913.781700         NA
## 109              4.97         99      0.1   7318.126410    1247429
## 110                NA         97      0.1   2375.112700     116985
## 111              1.87         84      0.5   1186.423937     555331
## 112             11.60         99      0.1     75.519900         NA
## 113              7.90         95      0.1  11984.868570     397282
## 114              3.10         73      0.2   1855.939150  232989141
## 115                NA         99      0.1   9643.644683    3723155
## 116              5.82         93      0.1   3386.256000   43285634
## 117              3.49         98      0.1   4335.642680         NA
## 118              3.77         75      1.5            NA         NA
## 119              9.25         98      0.1   4443.831310      16257
## 120              6.17         86      0.1   1595.912320         NA
## 121              8.86         82      1.5            NA      13866
## 122              6.23         76      9.6    526.531352     249395
## 123              1.29         77      1.9     46.375918    6165372
## 124              5.30         94      0.5   4682.728424     281721
## 125              1.12         64      2.2    358.827472     615417
## 126              4.35         87      2.9            NA         NA
## 127              7.33         99      0.1  15669.259290     138188
## 128              3.97         85      6.4            NA         NA
## 129              3.64         99      0.1   2722.138900         NA
## 130              3.26         45     11.1   5685.577736     136425
## 131              7.18         99      0.1  16749.136000      53946
## 132              1.61         93      0.1            NA         NA
## 133              9.10         97      0.1  11729.146160    1362722
## 134              8.57         92      0.1   3472.379770      21274
## 135              9.50         98      0.1   2277.536130      14162
## 136              6.18         98      0.1    646.561295    2469286
## 137              4.41         83      6.8   1463.213573     138533
## 138              8.32         95      0.1  49231.362540    4586897
## 139              1.63         39      4.9    185.633340     757317
## 140              9.50         99      0.1   4622.415160    5363352
## 141              4.55         93      0.1   2993.832531    2888584
## 142              6.41         42      3.1    174.181547    2991132
## 143              5.91         46      3.1    183.414999    2884522
## 144              5.73         97     37.2   3128.977930    1754935
## 145              4.21         98      0.1   4385.379355     286917
## 146                NA          4      0.9            NA         NA
## 147              3.46         97      0.1  39223.581870         NA
## 148              7.10         99      0.1            NA         NA
## 149              3.10         92      0.1  21896.652700         NA
## 150              7.13         97      0.1            NA         NA
## 151              9.36         96      0.1  22551.735740    1987314
## 152              8.75         91      0.1   4781.388800     323764
## 153             11.79         96     10.5   1352.384330     264166
## 154              7.43         96      0.1            NA         NA
## 155              7.10         99      0.1 113751.850000      54336
## 156              5.82         87      0.1   2932.315883      12357
## 157              5.54         93      0.1   7875.756953     941681
## 158              8.78         95      0.1   9415.173860    3362755
## 159              6.14         96      0.1            NA         NA
## 160              4.30         97      0.1   1453.917166     473398
## 161              4.47         42      5.2   1136.829645   14641724
## 162              2.61          5      6.8            NA         NA
## 163              3.40         99      0.1   2281.124200         NA
## 164              5.90         96      0.2            NA         NA
## 165              4.73          7      2.1     61.799977    7982225
## 166              7.15         83     11.7    429.656100     216375
## 167              5.48         95      0.1   2494.353552   31225881
## 168              4.84         99      0.2            NA         NA
## 169              3.91         99      0.1   1192.517400      82858
## 170              4.16         99      0.1   4546.738540     873596
## 171              3.80         89      0.1     41.269970      29822
## 172              3.74         96      0.1  29869.853980         NA
## 173              6.94         99      0.1 119172.741800     556319
## 174              3.55         96      0.1  15334.669940         NA
## 175              8.25         97      0.1   1355.745860    4417781
## 176              9.30         98      0.1   5828.621374        362
## 177              8.72         97      0.3   2242.711912     889216
## 178              7.10         23      0.2    314.658296   45271947
## 179              2.13          4      5.3  12732.275900     792217
## 180              7.74         91      0.1   4697.111350    4247841
## 181              5.50         99      0.1   6754.512393         NA
## 182              4.60         93      0.3   3611.214700   28292724
## 183              6.40         97      0.1   9834.472689     119917
## 184                NA         97      0.1   9329.298351    1449687
## 185                NA         26      0.9            NA         NA
## 186              6.32         99      0.3    334.838170     683475
## 187              9.14         96      0.1   1152.396810    1289898
## 188              3.70         96      0.7    296.546170    6473164
## 189              6.67         93      0.1  14341.836000    2987773
## 190              3.35         75      0.1     95.432793   16332974
## 191              4.56         72      2.1    583.493514       7754
## 192              9.39         94      0.1   1291.435000     579623
## 193              2.65         99      0.1   4159.865200         NA
## 194              4.77         98      0.1    562.549434         NA
## 195              9.91         93      0.1  37813.234260     718425
## 196             11.20         99      0.1    473.342790    6527512
## 197              3.70         78      3.5     39.484473   19924522
## 198              7.50         72      3.7    965.669378      79628
## 199              8.78         97      0.1   3385.696650    6489822
## 200              3.89         74      1.2            NA         NA
## 201              3.66         95      0.1  33579.859480         NA
## 202              8.32         93      0.1  23465.385590     198954
## 203              8.35         95      0.2   1821.878734     191266
## 204              9.56         91      0.1  31979.871950      31995
## 205              7.46         93      0.8   2576.124957     746314
## 206              6.83         99      0.1            NA         NA
## 207              7.72         88      3.5    147.586896       8942
## 208             11.14         95      9.0   1281.516000     289928
## 209                NA         98      0.1   1922.413880     587482
## 210              5.43         39      3.1    177.285187     362863
## 211              8.86          9      0.1  52473.113560     327386
## 212              8.91         75      0.1   5424.223560    3863267
## 213              6.90         98      0.1            NA         NA
## 214              8.17         94      0.1    962.312164     335824
## 215              3.40         79      0.1            NA    2325443
## 216              5.61         88      0.1   2892.522663      11689
## 217              6.88         95      6.8    111.227396     155456
## 218             11.33         99      0.1   4381.288000   65342776
##     thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                    5.7                5.5                           0.620
## 2                   15.6               16.3                           0.584
## 3                    7.2                7.2                           0.740
## 4                   13.7               13.5                           0.500
## 5                    1.8                1.8                           0.620
## 6                    5.5                5.3                           0.614
## 7                    2.5                2.7                           0.798
## 8                   16.6               17.3                           0.000
## 9                    6.0                5.9                           0.690
## 10                   1.0                9.7                           0.646
## 11                   0.7                0.5                              NA
## 12                   5.9                6.3                           0.728
## 13                   2.6                2.8                           0.735
## 14                   0.8                0.6                              NA
## 15                   7.2                7.3                           0.761
## 16                   0.8                0.7                              NA
## 17                   9.1                9.3                           0.666
## 18                   6.5                6.4                           0.722
## 19                   3.6                3.4                           0.686
## 20                  15.3               15.3                           0.746
## 21                   0.9                0.8                           0.878
## 22                   3.4                3.4                           0.685
## 23                   3.9                3.3                           0.703
## 24                   4.9                5.9                           0.660
## 25                   2.0                2.0                           0.775
## 26                   2.2                2.2                           0.814
## 27                   8.4                8.4                           0.376
## 28                   3.4                3.4                           0.000
## 29                   1.7                1.6                           0.803
## 30                   5.2                5.2                              NA
## 31                   1.5                1.4                           0.439
## 32                   5.5                5.3                           0.565
## 33                   4.7                4.6                           0.000
## 34                   5.1                5.2                              NA
## 35                   3.5                3.4                           0.000
## 36                   5.9                5.9                           0.485
## 37                   2.7               21.1                           0.513
## 38                   6.7                6.6                           0.518
## 39                   1.7                1.7                           0.775
## 40                   1.3                1.3                           0.453
## 41                   1.3                1.2                           0.702
## 42                   2.1                2.2                           0.755
## 43                   5.1                5.2                           0.526
## 44                   2.8                3.0                              NA
## 45                   3.4                3.3                           0.796
## 46                   8.8                8.5                           0.396
## 47                   7.5                7.8                           0.704
## 48                   0.8                0.8                           0.861
## 49                   0.2                0.2                           0.677
## 50                   3.6                3.7                           0.625
## 51                   7.5                7.5                              NA
## 52                   8.0                7.8                           0.536
## 53                   2.0                1.9                           0.692
## 54                   1.8                1.7                           0.435
## 55                   6.8                6.7                           0.643
## 56                   5.6                5.3                           0.607
## 57                   1.5                1.4                           0.592
## 58                   2.9                2.9                           0.000
## 59                   7.7                7.6                           0.441
## 60                   7.9                7.7                           0.541
## 61                  16.3               19.1                           0.635
## 62                   7.1                7.1                              NA
## 63                   2.7               21.3                           0.468
## 64                   7.3                7.2                           0.459
## 65                   4.8                4.9                           0.534
## 66                   0.3                0.3                           0.873
## 67                   5.8                5.8                           0.488
## 68                   9.5                9.5                           0.587
## 69                   0.8                0.8                           0.865
## 70                   0.6                0.5                           0.837
## 71                   7.1                7.1                           0.511
## 72                   2.1                2.1                           0.746
## 73                   1.1                1.1                           0.916
## 74                   3.4                3.4                           0.705
## 75                   5.0                4.8                           0.705
## 76                   6.1                6.4                           0.767
## 77                   0.8                0.7                           0.945
## 78                   2.4                2.3                           0.632
## 79                   8.8                8.8                           0.361
## 80                   8.2                8.2                           0.380
## 81                   3.5                3.5                           0.000
## 82                   6.4                6.3                           0.667
## 83                   7.2                7.1                           0.640
## 84                   2.4                2.5                           0.774
## 85                   2.8                2.8                           0.686
## 86                   6.5                6.4                           0.464
## 87                   1.7                1.9                           0.837
## 88                   7.8                7.5                           0.513
## 89                   1.8                1.7                           0.651
## 90                   0.7                0.5                           0.827
## 91                   1.7                1.9                           0.833
## 92                   5.9                5.8                           0.396
## 93                   1.9                1.9                           0.797
## 94                   1.4                1.3                           0.888
## 95                  11.0                1.9                           0.425
## 96                   4.3                4.0                           0.681
## 97                   3.2                3.3                           0.631
## 98                   2.2                2.2                           0.750
## 99                   2.1                2.1                           0.740
## 100                  9.1                9.0                           0.488
## 101                  2.0                2.1                           0.838
## 102                  8.9                8.8                           0.388
## 103                  2.0                2.1                           0.793
## 104                  3.5                3.5                           0.712
## 105                  3.0                3.1                           0.657
## 106                  1.5                1.0                              NA
## 107                  2.3                2.4                           0.744
## 108                  0.3                0.3                           0.881
## 109                  7.3                7.3                           0.734
## 110                  1.0                1.0                           0.854
## 111                 13.0               13.3                           0.526
## 112                  3.4                3.3                           0.772
## 113                  2.8                2.8                           0.824
## 114                  1.8                1.7                           0.638
## 115                  7.5                7.3                           0.787
## 116                  2.4                2.1                           0.658
## 117                  5.2                5.0                           0.829
## 118                  1.0                9.8                              NA
## 119                  0.8                0.8                           0.871
## 120                  3.8                3.8                           0.781
## 121                  8.0                8.1                           0.488
## 122                  3.7                3.6                           0.397
## 123                  8.7                8.7                           0.367
## 124                  1.8                1.7                           0.721
## 125                  8.9                8.9                           0.357
## 126                  9.4                9.3                           0.404
## 127                  1.9                1.9                           0.812
## 128                  7.2                7.2                              NA
## 129                  6.0                5.9                           0.810
## 130                  7.4                7.2                           0.640
## 131                  0.9                0.9                           0.892
## 132                  2.8                3.0                              NA
## 133                  0.8                0.6                           0.782
## 134                  0.7                0.6                           0.908
## 135                  0.7                0.5                           0.837
## 136                  2.4                2.5                           0.609
## 137                  6.7                6.5                           0.533
## 138                  0.3                0.2                           0.895
## 139                  9.8                9.8                           0.563
## 140                  0.9                0.8                           0.874
## 141                  2.0                2.1                           0.725
## 142                  9.0                9.0                           0.386
## 143                  9.2                9.2                           0.338
## 144                 11.8               11.8                           0.560
## 145                  2.2                2.3                           0.720
## 146                  7.3                7.1                              NA
## 147                  2.1                2.0                           0.873
## 148                  1.5                1.0                              NA
## 149                  6.5                6.0                           0.828
## 150                  2.2                2.2                              NA
## 151                  0.8                0.7                           0.839
## 152                  1.0                0.9                           0.907
## 153                  6.8                6.6                           0.469
## 154                  2.5                2.5                           0.791
## 155                  0.9                0.9                           0.892
## 156                  0.1                0.1                           0.698
## 157                  2.8                2.8                           0.745
## 158                  1.5                1.5                           0.774
## 159                  3.7                3.6                           0.749
## 160                  3.4                3.4                           0.000
## 161                 12.3               12.3                           0.477
## 162                  9.1                8.8                           0.492
## 163                  6.1                6.0                           0.812
## 164                 15.4               16.1                           0.601
## 165                  8.7                8.6                           0.430
## 166                 11.5               11.4                           0.589
## 167                  6.4                6.3                           0.581
## 168                 15.6               16.2                           0.592
## 169                  6.0                6.4                           0.712
## 170                  4.0                3.7                           0.714
## 171                  2.0                2.1                           0.721
## 172                  2.1                2.0                           0.821
## 173                  1.0                0.9                           0.892
## 174                  7.2                7.3                           0.767
## 175                  1.6                1.6                           0.803
## 176                 14.2               14.3                           0.641
## 177                  2.1                2.1                           0.618
## 178                  2.3                2.4                           0.746
## 179                  9.7                9.6                           0.569
## 180                  2.0                2.0                           0.723
## 181                  3.9                4.0                           0.000
## 182                  1.2                1.2                           0.696
## 183                  1.6                1.6                           0.745
## 184                  2.3                2.3                           0.805
## 185                  7.4                7.2                              NA
## 186                  1.8                1.7                           0.657
## 187                  0.8                0.6                           0.777
## 188                  9.2                9.5                           0.657
## 189                  2.7                2.7                           0.830
## 190                  2.8               21.3                           0.505
## 191                  8.9                8.8                           0.423
## 192                  0.8                0.7                           0.942
## 193                  5.7                5.2                           0.863
## 194                  5.6                5.4                           0.756
## 195                  0.7                0.5                           0.879
## 196                  0.6                0.6                           0.879
## 197                  8.8                8.8                           0.484
## 198                  5.8                5.7                           0.405
## 199                  3.8                3.8                           0.739
## 200                  9.9                9.6                              NA
## 201                  2.1                2.0                           0.839
## 202                  0.7                0.7                           0.905
## 203                  5.6                5.4                           0.562
## 204                  0.5                0.4                           0.881
## 205                  5.6                5.4                           0.618
## 206                  1.5                1.0                              NA
## 207                  5.8                5.7                           0.416
## 208                  6.4                6.2                           0.479
## 209                  1.1                1.2                           0.514
## 210                  8.8                8.9                           0.376
## 211                  1.0                0.9                           0.915
## 212                  4.7                4.6                           0.000
## 213                  2.1                2.2                              NA
## 214                  1.6                1.5                           0.770
## 215                  6.4                6.2                           0.651
## 216                  0.1                0.1                           0.695
## 217                  6.2                6.0                           0.488
## 218                  0.6                0.6                           0.882
##     Schooling
## 1        11.2
## 2        10.7
## 3        14.0
## 4         9.0
## 5        11.5
## 6         9.1
## 7        14.7
## 8        11.4
## 9        12.3
## 10       11.5
## 11         NA
## 12       13.1
## 13       13.1
## 14         NA
## 15       12.4
## 16         NA
## 17       11.8
## 18       14.7
## 19       12.3
## 20       13.6
## 21       16.9
## 22       12.7
## 23       12.4
## 24       13.0
## 25       14.4
## 26       15.4
## 27        8.1
## 28       10.3
## 29       14.2
## 30         NA
## 31        7.6
## 32       11.2
## 33       13.7
## 34         NA
## 35        0.0
## 36       10.8
## 37        7.3
## 38       11.6
## 39       14.2
## 40        8.0
## 41       13.1
## 42       13.5
## 43       11.2
## 44         NA
## 45       13.1
## 46        7.3
## 47       11.8
## 48       15.7
## 49       12.7
## 50       11.3
## 51         NA
## 52       11.1
## 53       12.3
## 54        7.1
## 55       13.5
## 56        8.7
## 57       10.8
## 58       12.5
## 59       10.1
## 60       11.1
## 61       13.0
## 62         NA
## 63        7.5
## 64       10.0
## 65       11.3
## 66       17.5
## 67       10.8
## 68        9.0
## 69       15.7
## 70       15.8
## 71       10.3
## 72       12.9
## 73       16.9
## 74       12.8
## 75       12.5
## 76       12.4
## 77       17.7
## 78       12.2
## 79        6.8
## 80        8.3
## 81        0.0
## 82       13.5
## 83       12.4
## 84       14.7
## 85       13.1
## 86        9.8
## 87       15.5
## 88        8.5
## 89       12.9
## 90       16.3
## 91       15.4
## 92        4.0
## 93       15.1
## 94       17.3
## 95        6.8
## 96       13.1
## 97       12.2
## 98       13.5
## 99       12.9
## 100       9.0
## 101      15.4
## 102       8.3
## 103      15.6
## 104      13.3
## 105      11.9
## 106        NA
## 107      15.2
## 108      18.2
## 109      13.8
## 110      14.3
## 111       9.1
## 112      14.0
## 113      16.8
## 114      11.0
## 115      13.1
## 116      11.1
## 117      13.3
## 118        NA
## 119      15.8
## 120      15.8
## 121       9.3
## 122       9.5
## 123       8.3
## 124      12.7
## 125       8.2
## 126       7.6
## 127      15.3
## 128        NA
## 129      14.4
## 130      12.3
## 131      13.9
## 132        NA
## 133      15.7
## 134      20.7
## 135      16.8
## 136      10.5
## 137      11.8
## 138      18.5
## 139       8.7
## 140      16.8
## 141      11.9
## 142      10.5
## 143       8.7
## 144      11.8
## 145      14.7
## 146        NA
## 147      14.1
## 148        NA
## 149      13.7
## 150        NA
## 151      15.6
## 152      19.0
## 153      11.0
## 154      12.6
## 155      13.9
## 156      14.5
## 157      11.9
## 158      15.5
## 159      13.4
## 160      10.3
## 161       9.1
## 162       9.4
## 163      14.4
## 164      11.0
## 165       8.5
## 166      11.3
## 167      10.0
## 168      10.9
## 169      12.1
## 170      14.9
## 171      12.3
## 172      12.6
## 173      13.9
## 174      12.5
## 175      14.2
## 176      11.8
## 177      11.4
## 178      15.2
## 179       9.0
## 180      12.4
## 181      14.9
## 182      13.2
## 183      12.6
## 184      15.0
## 185        NA
## 186      12.9
## 187      15.5
## 188      11.5
## 189      16.5
## 190       6.7
## 191       8.1
## 192      17.5
## 193      15.0
## 194      14.0
## 195      15.1
## 196      16.0
## 197       7.6
## 198       4.3
## 199      13.6
## 200        NA
## 201      13.9
## 202      20.6
## 203      11.1
## 204      15.8
## 205      10.7
## 206        NA
## 207       4.5
## 208      11.0
## 209       9.6
## 210      10.4
## 211      19.0
## 212      14.2
## 213        NA
## 214      15.7
## 215      11.6
## 216      14.6
## 217      10.4
## 218      16.1
train %>% filter(Country == "Antigua and Barbuda")
##                Country Year     Status Life.expectancy Adult.Mortality
## 1  Antigua and Barbuda 2004 Developing            74.4             149
## 2  Antigua and Barbuda 2001 Developing            73.8             154
## 3  Antigua and Barbuda 2009 Developing            75.4              14
## 4  Antigua and Barbuda 2013 Developing            76.1             133
## 5  Antigua and Barbuda 2003 Developing            74.2             151
## 6  Antigua and Barbuda 2011 Developing            75.7             136
## 7  Antigua and Barbuda 2007 Developing            75.0             144
## 8  Antigua and Barbuda 2000 Developing            73.6             156
## 9  Antigua and Barbuda 2010 Developing            75.6             138
## 10 Antigua and Barbuda 2005 Developing            74.6             147
## 11 Antigua and Barbuda 2012 Developing            75.9             134
## 12 Antigua and Barbuda 2008 Developing            75.2             142
## 13 Antigua and Barbuda 2006 Developing            74.8             145
## 14 Antigua and Barbuda 2015 Developing            76.4              13
##    infant.deaths Alcohol percentage.expenditure Hepatitis.B Measles  BMI
## 1              0    7.28               22.86295          97       0  4.8
## 2              0    7.51              163.76770          96       0 38.9
## 3              0    7.82              149.35874          98       0 43.8
## 4              0    8.58             1991.43037          99       0 46.4
## 5              0    7.16             1158.06526          99       0  4.1
## 6              0    7.84             1810.87532          99       0 45.1
## 7              0    8.64              257.96653          97       0 42.6
## 8              0    7.27             1127.74347          NA       0 38.2
## 9              0    7.84             1983.95694          98       0 44.4
## 10             0    8.15             1455.60819          99       0 41.4
## 11             0    8.18             2156.22984          98       0 45.7
## 12             0    8.27              180.77627          98       0 43.2
## 13             0    8.93              216.31469          99       0 42.0
## 14             0      NA                0.00000          99       0 47.7
##    under.five.deaths Polio Total.expenditure Diphtheria HIV.AIDS       GDP
## 1                  0    97              4.21         97      0.1  1352.837
## 2                  0    99              4.48         97      0.1  9358.154
## 3                  0    98              4.86         99      0.1  1312.467
## 4                  0    98              5.33         99      0.2 12224.864
## 5                  0    99              4.53         99      0.1  9739.826
## 6                  0    99              5.65         99      0.1 11929.350
## 7                  0    98              4.27         99      0.1 14252.295
## 8                  0    96              4.13         95      0.1  9875.162
## 9                  0    99              5.63         98      0.1 12126.876
## 10                 0    98              4.41         99      0.1 11371.939
## 11                 0    97              5.39         98      0.2 12565.442
## 12                 0    99              4.69         99      0.1  1473.319
## 13                 0    99              4.34         99      0.1 12724.394
## 14                 0    86                NA         99      0.2 13566.954
##    Population thinness..1.19.years thinness.5.9.years
## 1          NA                  3.5                3.4
## 2          NA                  3.6                3.5
## 3          NA                  3.4                3.3
## 4          NA                  3.3                3.3
## 5          NA                  3.5                3.5
## 6          NA                  3.3                3.3
## 7          NA                  3.4                3.3
## 8          NA                  3.7                3.6
## 9          NA                  3.3                3.3
## 10         NA                  3.5                3.4
## 11         NA                  3.3                3.3
## 12         NA                  3.4                3.3
## 13         NA                  3.4                3.4
## 14         NA                  3.3                3.3
##    Income.composition.of.resources Schooling
## 1                            0.000       0.0
## 2                            0.000       0.0
## 3                            0.788      14.2
## 4                            0.781      13.9
## 5                            0.000       0.0
## 6                            0.782      14.1
## 7                            0.781      14.5
## 8                            0.000       0.0
## 9                            0.783      14.1
## 10                           0.000       0.0
## 11                           0.778      13.8
## 12                           0.786      14.4
## 13                           0.773      14.7
## 14                           0.784      13.9
train %>% filter(Country == "Zimbabwe")
##     Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Zimbabwe 2005 Developing            44.6             717            28
## 2  Zimbabwe 2004 Developing            44.3             723            27
## 3  Zimbabwe 2000 Developing            46.0             665            24
## 4  Zimbabwe 2010 Developing            52.4             527            29
## 5  Zimbabwe 2001 Developing            45.3             686            25
## 6  Zimbabwe 2008 Developing            48.2             632            30
## 7  Zimbabwe 2012 Developing            56.6             429            26
## 8  Zimbabwe 2007 Developing            46.6              67            29
## 9  Zimbabwe 2011 Developing            54.9             464            28
## 10 Zimbabwe 2003 Developing            44.5             715            26
## 11 Zimbabwe 2006 Developing            45.4               7            28
## 12 Zimbabwe 2015 Developing            67.0             336            22
## 13 Zimbabwe 2013 Developing            58.0             399            25
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     4.14               8.717409          65     420 27.5                43
## 2     4.36               0.000000          68      31 27.1                42
## 3     1.68               0.000000          79    1483 25.5                39
## 4     5.21              53.308581           9    9696 29.4                44
## 5     1.72               0.000000          76     529 25.9                39
## 6     3.56              20.843429          75       0 28.6                46
## 7     6.09              92.602336          97       0  3.3                39
## 8     3.88              29.814566          72     242 28.2                46
## 9     6.00              63.750530          94       0 29.9                42
## 10    4.06               0.000000           7     998 26.7                41
## 11    4.57              34.262169          68     212 27.9                45
## 12      NA               0.000000          87       0 31.8                32
## 13    6.39              10.666707          95       0  3.8                36
##    Polio Total.expenditure Diphtheria HIV.AIDS      GDP Population
## 1     69              6.44         68     30.3 444.7658     129432
## 2     67              7.13         65     33.6 454.3667   12777511
## 3     78              7.10         78     43.5 547.3589   12222251
## 4     89              5.37         89     15.7 713.6356    1486317
## 5     76              6.16         75     42.1 548.5873   12366165
## 6     75              4.96         75     20.5 325.6786   13558469
## 7     95              6.69         95      8.8 955.6485    1471826
## 8     73              4.47         73     23.7 396.9982    1332999
## 9     93              6.31         93     13.3 839.9279   14386649
## 10     7              6.52         68     36.7 453.3512   12633897
## 11    71              5.12          7     26.8 414.7962   13124267
## 12    88                NA         87      6.2 118.6938   15777451
## 13    95              6.88         95      6.8 111.2274     155456
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   9.0                9.0                           0.406
## 2                   9.4                9.4                           0.407
## 3                  11.0               11.2                           0.434
## 4                   7.1                7.0                           0.436
## 5                   1.6                1.7                           0.427
## 6                   7.8                7.8                           0.421
## 7                   6.5                6.4                           0.464
## 8                   8.2                8.2                           0.414
## 9                   6.8                6.7                           0.452
## 10                  9.8                9.9                           0.418
## 11                  8.6                8.6                           0.408
## 12                  5.6                5.5                           0.507
## 13                  6.2                6.0                           0.488
##    Schooling
## 1        9.3
## 2        9.2
## 3        9.8
## 4       10.0
## 5        9.8
## 6        9.7
## 7        9.8
## 8        9.6
## 9       10.1
## 10       9.5
## 11       9.5
## 12      10.3
## 13      10.4
train %>% filter(Country == "Portugal")
##     Country Year    Status Life.expectancy Adult.Mortality infant.deaths
## 1  Portugal 2012 Developed            83.0              81             0
## 2  Portugal 2004 Developed            78.0              99             0
## 3  Portugal 2015 Developed            81.1              76             0
## 4  Portugal 2006 Developed            78.5              96             0
## 5  Portugal 2013 Developed            86.0              79             0
## 6  Portugal 2010 Developed            79.6              88             0
## 7  Portugal 2007 Developed            78.7              94             0
## 8  Portugal 2008 Developed            79.0              92             0
## 9  Portugal 2005 Developed            77.7              11             0
## 10 Portugal 2001 Developed            76.9              11             1
## 11 Portugal 2014 Developed            89.0              78             0
## 12 Portugal 2003 Developed            77.3              15             0
## 13 Portugal 2000 Developed            76.6              11             1
## 14 Portugal 2011 Developed            82.0              85             0
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1    11.96               331.4570          98      23 59.5                 0
## 2    13.45               276.1000          94       5 53.3                 1
## 3       NA                 0.0000          98       8 61.6                 0
## 4    13.11              2884.0202          97       0 54.9                 0
## 5    10.00              2698.0182          98       1  6.2                 0
## 6    12.25              3119.3498          97       5 58.1                 0
## 7    12.57               333.3569          97       0 55.7                 0
## 8    12.35              3652.8693          97       1 56.5                 0
## 9    13.33              2813.9853          94       7 54.1                 1
## 10   12.22              1657.3284           7       0  5.9                 1
## 11    9.88               271.2546          98       0  6.9                 0
## 12   14.21              2283.8918          94       8 52.5                 1
## 13   11.89               167.3280          58      45  5.1                 1
## 14   11.92              3108.2886          97       2 58.8                 0
##    Polio Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1     98              9.74         98      0.1  2577.426    1514844
## 2     95              9.84         95      0.1  1845.588    1483861
## 3     98                NA         98      0.1  1922.681     135876
## 4     97              9.67         97      0.1 19821.445    1522288
## 5     98              9.55         98      0.1 21618.735    1457295
## 6     97              1.44         98      0.1 22538.655      15731
## 7     96              9.62         97      0.1  2278.584    1542964
## 8     97              9.90         97      0.1 24815.688    1558177
## 9     93              9.98         93      0.1 18784.948      15333
## 10    96              9.10         97      0.1 11729.146    1362722
## 11    98              9.50         98      0.1  2277.536      14162
## 12    96              9.54         99      0.1 15772.733    1458821
## 13    96              9.14         96      0.1  1152.397    1289898
## 14    97              1.70         97      0.1 23196.184     155756
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   0.7                0.5                           0.824
## 2                   0.7                0.6                           0.792
## 3                   0.7                0.5                           0.841
## 4                   0.7                0.5                           0.793
## 5                   0.7                0.5                           0.827
## 6                   0.7                0.5                           0.812
## 7                   0.7                0.5                           0.797
## 8                   0.7                0.5                           0.804
## 9                   0.7                0.6                           0.790
## 10                  0.8                0.6                           0.782
## 11                  0.7                0.5                           0.837
## 12                  0.7                0.6                           0.789
## 13                  0.8                0.6                           0.777
## 14                  0.7                0.5                           0.818
##    Schooling
## 1       16.3
## 2       15.9
## 3       16.6
## 4       15.4
## 5       16.3
## 6       16.0
## 7       15.4
## 8       15.8
## 9       15.4
## 10      15.7
## 11      16.8
## 12      15.8
## 13      15.5
## 14      16.2
train %>% filter(Country == "Ireland")
##    Country Year    Status Life.expectancy Adult.Mortality infant.deaths Alcohol
## 1  Ireland 2013 Developed            81.0              67             0   10.49
## 2  Ireland 2004 Developed            78.3              82             0   13.32
## 3  Ireland 2008 Developed            79.8              75             0   12.66
## 4  Ireland 2005 Developed            78.7              78             0   13.31
## 5  Ireland 2002 Developed            77.4              88             0   14.17
## 6  Ireland 2010 Developed            86.0              68             0   11.88
## 7  Ireland 2015 Developed            81.4              64             0      NA
## 8  Ireland 2001 Developed            77.0              89             0   14.27
## 9  Ireland 2006 Developed            79.0              78             0   13.44
## 10 Ireland 2012 Developed            85.0              69             0   11.49
## 11 Ireland 2003 Developed            78.0              82             0   13.24
## 12 Ireland 2009 Developed            79.7              77             0   11.41
## 13 Ireland 2014 Developed            81.2              66             0   10.75
## 14 Ireland 2011 Developed            84.0               7             0   11.72
##    percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths Polio
## 1                703.5527          95      51 61.3                 0    96
## 2               8040.2204          NA     334 54.4                 0    89
## 3               9528.2306          NA      57 57.4                 0    93
## 4                973.6813          NA      95 55.1                 0     9
## 5               5092.3838          NA     243 52.9                 0    83
## 6               4509.2348          46     443 58.9                 0    94
## 7                  0.0000          95       4 62.8                 0    95
## 8               4264.5792          NA     241 52.2                 0    84
## 9               9126.9312          NA      87 55.8                 0    91
## 10              6616.6951          95     107  6.5                 0    95
## 11               675.2135          NA     584 53.6                 0    86
## 12              7620.8235          NA     164 58.2                 0    94
## 13               746.3670          95      33 62.1                 0    96
## 14              6386.9544          95     285 59.7                 0    95
##    Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1               8.10         96      0.1  5234.767    4598294
## 2               7.34         89      0.1 47631.638      47262
## 3               8.64         93      0.1 61235.415    4489544
## 4               7.27          9      0.1  5886.828    4159914
## 5               6.85         83      0.1 32539.194    3931947
## 6               8.76         94      0.1 48538.588     456155
## 7                 NA         95      0.1  6664.144    4676835
## 8               6.60         84      0.1 28223.555    3866243
## 9               7.22         91      0.1 54326.971    4273591
## 10              8.32         95      0.1 49231.363    4586897
## 11              7.50         86      0.1  4117.155    3996521
## 12              9.53         94      0.1 51983.789    4535375
## 13              7.78         96      0.1  5553.326    4617225
## 14              8.15         95      0.1 52567.526    4576794
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   0.3                0.2                           0.902
## 2                   0.3                0.2                           0.880
## 3                   0.3                0.2                           0.908
## 4                   0.3                0.2                           0.889
## 5                   0.3                0.3                           0.862
## 6                   0.3                0.2                           0.907
## 7                   0.3                0.2                           0.920
## 8                   0.3                0.3                           0.857
## 9                   0.3                0.2                           0.896
## 10                  0.3                0.2                           0.895
## 11                  0.3                0.2                           0.870
## 12                  0.3                0.2                           0.909
## 13                  0.3                0.2                           0.910
## 14                  0.3                0.2                           0.909
##    Schooling
## 1       18.6
## 2       17.1
## 3       17.9
## 4       17.5
## 5       16.5
## 6       18.2
## 7       18.6
## 8       16.4
## 9       17.6
## 10      18.5
## 11      16.8
## 12      17.9
## 13      18.6
## 14      18.5
train %>% filter(Country == "Equatorial Guinea")
##              Country Year     Status Life.expectancy Adult.Mortality
## 1  Equatorial Guinea 2003 Developing            53.8             334
## 2  Equatorial Guinea 2002 Developing            53.5             334
## 3  Equatorial Guinea 2011 Developing            56.2             344
## 4  Equatorial Guinea 2014 Developing            57.9              32
## 5  Equatorial Guinea 2007 Developing            55.0             339
## 6  Equatorial Guinea 2015 Developing            58.2              32
## 7  Equatorial Guinea 2004 Developing            54.1             336
## 8  Equatorial Guinea 2012 Developing            56.7             337
## 9  Equatorial Guinea 2013 Developing            57.4             327
## 10 Equatorial Guinea 2005 Developing            54.4             337
## 11 Equatorial Guinea 2009 Developing            55.7              34
## 12 Equatorial Guinea 2000 Developing            52.7             336
## 13 Equatorial Guinea 2008 Developing            55.4             338
## 14 Equatorial Guinea 2010 Developing            56.1             339
## 15 Equatorial Guinea 2006 Developing            54.8             337
## 16 Equatorial Guinea 2001 Developing            53.1             334
##    infant.deaths Alcohol percentage.expenditure Hepatitis.B Measles  BMI
## 1              3    7.13              309.78346          NA      18 19.5
## 2              3    6.01              234.78742          NA      24 19.1
## 3              3   10.99             1493.05128          NA       0 22.6
## 4              3    0.01               13.40477           2      13 24.0
## 5              3    6.86             1024.51954          NA       5  2.9
## 6              3      NA                0.00000          16    1250 24.5
## 7              3    6.28               44.54768          NA      38 19.8
## 8              3   11.89             1500.41263          NA    1190 23.0
## 9              3   10.72              156.39077          NA     321 23.5
## 10             3    7.19               12.06617          NA       0  2.2
## 11             3    7.97              115.06924          NA      78 21.7
## 12             3    4.46               14.95451          NA       0 18.3
## 13             3    8.34             1705.67862          NA     436 21.3
## 14             3    9.93             1192.69662          NA       0 22.1
## 15             3    7.28              827.59793          NA       0  2.5
## 16             3    5.07              197.78396          NA    1339 18.7
##    under.five.deaths Polio Total.expenditure Diphtheria HIV.AIDS        GDP
## 1                  4    46              2.23         37      3.6  3577.1762
## 2                  4    44              2.50         36      2.9  2711.1711
## 3                  4    39              3.29         41      7.7 21451.8862
## 4                  4    24              3.80          2      4.4   192.5973
## 5                  4    54              2.25         41      5.9 15761.8391
## 6                  4    17                NA         16      4.2  1347.3126
## 7                  4    48              2.40         38      4.4   685.3490
## 8                  4     3              4.00         24      8.2 21557.6528
## 9                  4     3              3.73          3      5.7  2246.9938
## 10                 4     5              1.63         39      4.9   185.6333
## 11                 4    57              5.32         43      7.3  1653.2937
## 12                 4    41              2.73         34      1.9   172.6849
## 13                 4    55              2.31         42      6.3 22742.3816
## 14                 4    59              3.84         44      7.2 17136.4457
## 15                 4    52              2.13          4      5.3 12732.2759
## 16                 4    43              1.78         35      2.3  2283.8794
##    Population thinness..1.19.years thinness.5.9.years
## 1      694611                  1.2                1.1
## 2       66647                  1.4                1.3
## 3       99429                  8.9                8.8
## 4     1129424                  8.5                8.4
## 5      829327                  9.5                9.5
## 6     1175389                  8.4                8.3
## 7      724817                  1.0                1.0
## 8      138593                  8.7                8.7
## 9      183746                  8.6                8.6
## 10     757317                  9.8                9.8
## 11      99111                  9.2                9.2
## 12     614323                  1.7                1.6
## 13     868418                  9.3                9.3
## 14      95114                  9.0                9.0
## 15     792217                  9.7                9.6
## 16     639762                  1.6                1.4
##    Income.composition.of.resources Schooling
## 1                            0.554       8.4
## 2                            0.542       8.2
## 3                            0.580       9.2
## 4                            0.582       9.2
## 5                            0.587       9.0
## 6                            0.582       9.2
## 7                            0.553       8.5
## 8                            0.583       9.2
## 9                            0.586       9.2
## 10                           0.563       8.7
## 11                           0.590       9.1
## 12                           0.000       0.0
## 13                           0.592       9.1
## 14                           0.589       9.2
## 15                           0.569       9.0
## 16                           0.527       8.0

Similar to the Adult.Mortality, there appears to be a reporting error. For example, Equatorial Guinea lists BMI around 19-23, and then has a couple 2.9 and 2.5. If you multiple the abnormally low numbers time 10, however, the adjusted numbers would be higher than all the rest. This holds true for the other four countries tested as well.

Next, let’s examine Polio for errors:

train %>% filter(Polio < 18)
##                                Country Year     Status Life.expectancy
## 1                                Sudan 2010 Developing            62.5
## 2                             Kiribati 2015 Developing            66.3
## 3                 Syrian Arab Republic 2015 Developing            64.5
## 4                              Lesotho 2003 Developing            45.5
## 5                                Congo 2014 Developing            64.2
## 6                               Tuvalu 2013 Developing              NA
## 7               Bosnia and Herzegovina 2010 Developing            76.4
## 8                              Georgia 2008 Developing            73.9
## 9                                 Mali 2004 Developing            52.8
## 10            United States of America 2000  Developed            76.8
## 11                          Madagascar 2001 Developing            58.7
## 12                               Benin 2009 Developing            58.4
## 13                              Guinea 2009 Developing            57.3
## 14                               Nepal 2015 Developing            69.2
## 15                             Comoros 2003 Developing            59.6
## 16                             Ireland 2005  Developed            78.7
## 17                               Ghana 2003 Developing            57.9
## 18                              Panama 2014 Developing            77.6
## 19                            Pakistan 2008 Developing            64.6
## 20                             Eritrea 2010 Developing            62.1
## 21                           Indonesia 2014 Developing            68.9
## 22                            Suriname 2000 Developing            67.4
## 23                              Angola 2015 Developing            52.4
## 24                              Rwanda 2000 Developing            48.3
## 25                               Gabon 2012 Developing            63.5
## 26    Lao People's Democratic Republic 2005 Developing            61.0
## 27                             Myanmar 2009 Developing            65.2
## 28                        South Africa 2003 Developing            54.0
## 29                                Iraq 2001 Developing            72.0
## 30                          Madagascar 2005 Developing            69.0
## 31                             Denmark 2010  Developed            79.2
## 32                                Togo 2008 Developing            56.2
## 33                             Somalia 2002 Developing            58.0
## 34                            Paraguay 2013 Developing            73.8
## 35                                Mali 2013 Developing            57.3
## 36                               Sudan 2002 Developing            59.4
## 37                            Kiribati 2000 Developing            64.1
## 38                        South Africa 2002 Developing            54.9
## 39                           Guatemala 2006 Developing            69.7
## 40                             Lesotho 2015 Developing            53.7
## 41                     Solomon Islands 2005 Developing            67.4
## 42                          Mauritania 2012 Developing            62.5
## 43                                Chad 2000 Developing            47.6
## 44                             Liberia 2012 Developing            67.0
## 45                          Madagascar 2010 Developing            63.3
## 46              Bosnia and Herzegovina 2009 Developing            76.1
## 47                Syrian Arab Republic 2011 Developing            71.7
## 48                               Tonga 2005 Developing            72.3
## 49                            Ethiopia 2011 Developing            62.6
## 50                             Lebanon 2001 Developing            73.0
## 51                              Turkey 2006 Developing            72.8
## 52                             Ecuador 2004 Developing            74.4
## 53                               Kenya 2005 Developing            54.1
## 54                         Afghanistan 2015 Developing            65.0
## 55                            Barbados 2003 Developing            73.7
## 56                             Lesotho 2013 Developing            52.1
## 57                                Peru 2001 Developing            72.4
## 58                 Trinidad and Tobago 2000 Developing            69.1
## 59                           Indonesia 2015 Developing            69.1
## 60                   Equatorial Guinea 2015 Developing            58.2
## 61                        Burkina Faso 2010 Developing            57.5
## 62                         El Salvador 2011 Developing            72.0
## 63                             Somalia 2003 Developing            51.1
## 64                               Kenya 2010 Developing            63.0
## 65                            Paraguay 2001 Developing            71.2
## 66                                Chad 2011 Developing            51.6
## 67                         El Salvador 2004 Developing            70.0
## 68                          Azerbaijan 2006 Developing            69.2
## 69                         Afghanistan 2004 Developing            57.0
## 70                             Myanmar 2011 Developing            65.6
## 71                              Angola 2004 Developing            47.1
## 72                             Comoros 2000 Developing            59.5
## 73                              Turkey 2005 Developing            72.4
## 74                  Dominican Republic 2014 Developing            73.6
## 75                                Togo 2005 Developing            55.0
## 76                               Benin 2012 Developing            59.3
## 77                        Burkina Faso 2011 Developing            58.1
## 78                               Chile 2012 Developing            79.9
## 79                Syrian Arab Republic 2013 Developing            63.6
## 80                            Barbados 2010 Developing            74.7
## 81                            Cambodia 2006 Developing            64.1
## 82                              Canada 2007 Developing            85.0
## 83                              Greece 2001 Developing            78.7
## 84                             Comoros 2001 Developing            59.5
## 85                           Indonesia 2003 Developing            66.9
## 86                   Equatorial Guinea 2012 Developing            56.7
## 87                         Saint Lucia 2002 Developing            72.0
## 88               Sao Tome and Principe 2001 Developing            62.8
## 89                   Equatorial Guinea 2013 Developing            57.4
## 90                              Zambia 2008 Developing            55.7
## 91                 Trinidad and Tobago 2007 Developing            69.7
## 92    Democratic Republic of the Congo 2001 Developing            51.8
## 93                   Republic of Korea 2004 Developing            78.2
## 94                            Ethiopia 2012 Developing            63.3
## 95                              Zambia 2010 Developing            58.0
## 96                   Equatorial Guinea 2005 Developing            54.4
## 97                          Cabo Verde 2000 Developing            69.9
## 98                             Somalia 2007 Developing            51.5
## 99    Democratic Republic of the Congo 2005 Developing            54.3
## 100        United Republic of Tanzania 2012 Developing            58.6
## 101                              Congo 2003 Developing            53.2
## 102                         Mauritania 2013 Developing            62.7
## 103                            Namibia 2000 Developing            57.4
## 104                             Angola 2000 Developing            45.3
## 105                             Bhutan 2004 Developing            64.2
## 106                             Uganda 2007 Developing            55.5
## 107                             Angola 2003 Developing            46.8
## 108 Venezuela (Bolivarian Republic of) 2005 Developing            73.6
## 109                            Myanmar 2010 Developing            65.4
## 110                         Costa Rica 2012 Developing            79.2
## 111                        South Sudan 2013 Developing            56.4
## 112                           Zimbabwe 2003 Developing            44.5
## 113                          Australia 2000  Developed            79.5
## 114           United States of America 2002  Developed            77.0
## 115                   Papua New Guinea 2013 Developing            62.4
## 116                Trinidad and Tobago 2009 Developing            71.0
## 117                              Ghana 2002 Developing            57.6
## 118                              Nepal 2004 Developing            64.7
## 119   Democratic Republic of the Congo 2002 Developing            52.1
## 120                            Nigeria 2008 Developing            59.0
## 121                              Haiti 2005 Developing            65.0
## 122                            Somalia 2004 Developing            51.2
## 123                              Nepal 2012 Developing            68.9
## 124                              Niger 2011 Developing            59.4
## 125                              Kenya 2000 Developing            51.9
## 126                            Iceland 2014  Developed            82.5
## 127                              Haiti 2000 Developing            58.6
## 128                              Samoa 2011 Developing            73.0
## 129                           Cameroon 2011 Developing            55.6
## 130                            Ecuador 2001 Developing            73.4
##     Adult.Mortality infant.deaths Alcohol percentage.expenditure Hepatitis.B
## 1               243            62    1.77            172.0097884          75
## 2               198             0      NA              0.0000000          82
## 3               293             6      NA              0.0000000          41
## 4               648             5    1.99              5.3009020          17
## 5               275             7    0.01              0.0000000           9
## 6                NA             0    0.01             78.2812032           9
## 7                94             0    4.54            630.3883564          89
## 8               128             1    7.17            151.7625670          89
## 9               296            58    0.49             57.1164480          73
## 10              114            28    8.21              0.0000000           9
## 11              276            42    1.05             42.5633159          NA
## 12              259            25    1.16             71.0139925          79
## 13              297            29    0.18             24.8476356          57
## 14              165            17      NA              0.0000000          91
## 15              271             2    0.26             45.0901084          28
## 16               78             0   13.31            973.6813330          NA
## 17               38            41    1.53             31.0943534           8
## 18              119             1    6.74           1842.4637820           8
## 19              177           369    0.03              5.4471336          65
## 20              298             6    0.61             17.3573978           9
## 21              179           119    0.09            200.0684443          78
## 22              224             0    4.29            268.1837972          NA
## 23              335            66      NA              0.0000000          64
## 24              426            34    7.13             18.4179180          NA
## 25              276             2    8.30            805.3925284          82
## 26              246            11    3.68              0.0000000          49
## 27              211            52    0.28             11.0524790          91
## 28              485            55    6.93            519.1563781          71
## 29              142            30    0.17              0.0000000          66
## 30              265            37    0.72             33.7478620          81
## 31               84             0   10.28            954.4865933          NA
## 32              344            14    1.33             69.3592476          24
## 33              348            47    0.01              0.0000000          NA
## 34              148             3    5.03            573.4346982          86
## 35              275            53    0.01             36.8610432          69
## 36              277            70    1.59             30.6228755          NA
## 37              222             0    0.46             11.0754333           9
## 38              459            54    7.04            346.5316007          72
## 39               24            14    2.38            352.0244894          89
## 40              484             4      NA              0.0000000          93
## 41               24             0    0.90             25.3115596          83
## 42               29             8    0.01             62.4841955           8
## 43               44            41    0.25             21.5270162          NA
## 44              261             9    0.01             48.0989147           8
## 45              248            32    1.03             76.6044217           7
## 46               97             0    4.75            645.0213020           9
## 47              163             7    0.76              0.0000000          66
## 48               15             0    1.57            689.9440223          89
## 49              249           156    1.32             67.7756537          65
## 50               11             1    2.19            510.6035166           8
## 51              126            28    1.29            103.5237760          82
## 52              148             8    3.65             16.3792040          88
## 53              412            70    1.82             39.5567750          76
## 54              263            62    0.01             71.2796236          65
## 55              121             0    7.65             13.5139917          91
## 56              518             4    0.01            153.3443147          93
## 57              142            17    4.22            302.5359058          NA
## 58              197             0    4.68             43.5952296          NA
## 59              176           114      NA              0.0000000          78
## 60               32             3      NA              0.0000000          16
## 61              279            43    4.55             90.4601824          91
## 62              197             2    2.37            549.2783081          89
## 63              344            48    0.01              0.0000000          NA
## 64              294            61    1.73             56.5898422           9
## 65               17             4    6.66            233.8488603          NA
## 66              365            46    0.56             67.7626909          33
## 67              215             3    2.90            398.6058322           9
## 68              154             6    0.85            105.6337264          52
## 69              293            87    0.02             15.2960664          67
## 70               27            47    0.33             21.2369885           4
## 71              386            94    3.53              8.8667775          NA
## 72              272             1    0.09             35.0294862          NA
## 73              129            30    1.29            832.9552058          85
## 74              154             6    5.92           1088.2449520          89
## 75              357            15    1.14             36.6217429          NA
## 76              251            25    0.01              9.8040747           8
## 77              275            42    4.51             85.5559291          91
## 78               84             2    6.76           2260.7776420           9
## 79               37             7    0.01              0.0000000          71
## 80               16             0    8.41            154.9630863          86
## 81              216            17    2.03             51.5044712           8
## 82               74             2    8.30           7946.7435810          14
## 83               83             1    8.62           1403.0222110           9
## 84              272             1    0.08             19.7174104          NA
## 85              189           173    0.05              8.4601558          64
## 86              337             3   11.89           1500.4126350          NA
## 87              174             0   11.85              0.0000000          14
## 88              225             0    5.02              3.8412286          NA
## 89              327             3   10.72            156.3907685          NA
## 90               45            31    2.12            153.6783754          87
## 91              187             0    6.37            136.8836683          89
## 92               34           227    1.90              0.0000000          NA
## 93               89             3    9.18              0.0000000          92
## 94              241           150    1.84             86.8255112          69
## 95              363            30    2.47            184.3649102          83
## 96              337             3    7.19             12.0661671          NA
## 97              155             0    3.49            122.5744699          NA
## 98               34            52    0.01              0.0000000          NA
## 99              314           233    1.43              0.0000000          NA
## 100             348            87    3.98              0.0000000          92
## 101             417             9    2.45              0.0000000          NA
## 102              28             8    0.01              8.8802812           8
## 103              41             3    5.73             35.8097851          NA
## 104              48            97    1.85             15.8814925          NA
## 105             263             1    0.96              2.5866982          89
## 106              41            88    9.65              6.0025277          73
## 107             388            95    3.49             35.9334912          NA
## 108             158             9    7.92              0.0000000          88
## 109              29            49    0.30             17.4829375          92
## 110              97             1    3.34           2568.2370590          91
## 111             345            26      NA             47.4445300          NA
## 112             715            26    4.06              0.0000000           7
## 113              78             1   10.17            347.1873600          NA
## 114             115            28    8.33              0.0000000          88
## 115             281            10    0.01             25.7088169          73
## 116             183             0    6.37            128.0896289           9
## 117              31            42    1.60              3.3364380           8
## 118             218            35    0.21             31.9318732          27
## 119             341           229    1.85              0.0000000          NA
## 120             386           536    9.30            105.5910629          41
## 121              29            17    5.57             38.1090426          NA
## 122             341            49    0.01              0.0000000          NA
## 123             167            20    0.26             80.5878838           9
## 124             241            50    0.15             32.2249344          75
## 125             428            77    1.51              0.6816856          NA
## 126              49             0    7.45           8254.0207630          NA
## 127              35            20    4.79             74.4603304          NA
## 128             139             0    2.15            558.7206486          58
## 129             371            51    6.19             83.1807124          82
## 130             158             9    4.13             14.5887403          69
##     Measles  BMI under.five.deaths Polio Total.expenditure Diphtheria HIV.AIDS
## 1       680   NA                92     9              7.97          9      0.3
## 2         0 77.6                 0     8                NA         78      0.1
## 3        45 57.1                 8     5                NA         41      0.1
## 4         1 26.4                 7     9              7.13          9     33.8
## 5        71 26.8                10     9              5.15          9      3.0
## 6         0 79.3                 0     9             16.61          9      0.1
## 7        45 53.1                 0     9              9.58         89      0.1
## 8        56  5.5                 1     9              8.99         92      0.1
## 9       172 17.5               103     7              6.28         69      2.0
## 10       85  6.1                33     9             13.70         94      0.1
## 11     9357 14.3                65     6              5.17          6      0.7
## 12     1461 22.5                39     8              4.46         79      1.6
## 13      264  2.3                46     6              3.85         57      2.3
## 14     1599 19.1                21     9                NA         91      0.1
## 15        0 18.4                 2     8              3.65          8      0.1
## 16       95 55.1                 0     9              7.27          9      0.1
## 17     1939 21.2                63     8              3.12          8      3.4
## 18        0 57.1                 1     8              8.30          8      0.1
## 19     1129  2.6               460     7              3.26         62      0.1
## 20       51 16.0                 9     9              3.24          9      0.9
## 21    12943 26.5               142     8              2.85         78      0.3
## 22        0 47.6                 0     7              9.65         71      0.4
## 23      118 23.3                98     7                NA         64      1.9
## 24     2095 13.2                57     9              4.22          9      8.5
## 25        2 34.6                 3     8              3.13         82      4.9
## 26      295 14.9                16     5              4.32         49      0.2
## 27      329 19.1                69     9              2.50          9      0.6
## 28      244 42.2                82     7              8.26         69     28.9
## 29     4088  5.1                37     8                NA         78      0.1
## 30        0 15.8                56     8              5.30         85      0.6
## 31        5 57.0                 0     9             11.80          9      0.1
## 32      187  2.4                22     8              5.73         81      4.8
## 33     9559 18.6                77     4                NA          4      0.9
## 34        0 48.6                 3     8              1.49         86      0.2
## 35      221 22.5                86     7              6.58         69      1.6
## 36     4529   NA               106     6              2.95          6      0.2
## 37        0 67.9                 0     9              8.12          9      0.1
## 38     1043 41.6                79     7              8.90          7     26.6
## 39        0 44.5                17     9              7.70         89      0.4
## 40        0 32.6                 6     9                NA         93      9.3
## 41        0 42.1                 0     9              7.83         89      0.1
## 42       35 28.8                12     8              3.36          8      1.2
## 43     3546 13.9                74     3              6.28         36      4.6
## 44       43 25.6                12     8              1.19          8      1.2
## 45        1 18.0                45     7              4.86          7      0.5
## 46       22 52.6                 0     9              9.64          9      0.1
## 47       13 53.2                 8     6              3.23         72      0.1
## 48        0 69.4                 0     9              6.52         89      0.1
## 49     3255 16.0               231     7              6.55         65      1.4
## 50        8 58.6                 1     8              1.90          8      0.1
## 51       34 58.5                34     9              5.81          9      0.1
## 52        0 46.5                 9     9              6.22         88      0.3
## 53      153 16.4               108     7              4.36         76     11.6
## 54     1154 19.1                83     6              8.16         65      0.1
## 55        0 45.4                 0     9              5.82         89      0.4
## 56      516 31.4                 6     9             11.70         93      9.6
## 57        0 46.1                22     9              4.98          9      0.5
## 58        0 33.6                 1     9              4.17          9      0.9
## 59    15099 27.4               136     8                NA         78      0.3
## 60     1250 24.5                 4    17                NA         16      4.2
## 61     2511 16.6                74     9              7.17         91      1.0
## 62        0 53.4                 2     9              6.81         89      0.3
## 63     8257 19.0                78     4                NA          4      0.9
## 64       95 18.9                89     9              3.97          9      4.3
## 65        0 39.8                 5     9              7.61         89      0.1
## 66     8650 17.5                79     4              3.17         33      3.9
## 67        0 48.6                 3     9              7.30          9      0.3
## 68      222 45.3                 7     8              6.17         78      0.1
## 69      466 13.8               120     5              8.79          5      0.1
## 70     2046  2.5                61     9              1.87         84      0.5
## 71       29 17.2               152     4              4.71          4      2.5
## 72        0 17.3                 2     7              3.56          7      0.1
## 73     6200 57.6                36     9              5.45          9      0.1
## 74        0 57.9                 7     9              4.38         91      0.3
## 75       38 18.9                22     8              5.17         82      5.0
## 76      288 24.1                39     8              4.86          8      1.3
## 77      860 17.1                71     9              5.17         91      0.9
## 78        0 61.8                 2     9              7.24          9      0.1
## 79      740 55.2                 9     5              3.25         41      0.1
## 80        0  5.7                 0     9              6.17         86      0.1
## 81      188 14.3                21     8              4.48          8      1.1
## 82      101 62.5                 2     9              9.83         94      0.1
## 83       12 58.0                 1     9              8.47         91      0.1
## 84        0 17.6                 2     7              2.86          7      0.1
## 85    24457 17.5               215     8              2.53         71      0.1
## 86     1190 23.0                 4     3              4.00         24      8.2
## 87        0 37.9                 0     9              6.33         74      0.1
## 88        0 21.1                 0     9              1.28         92      1.5
## 89      321 23.5                 4     3              3.73          3      5.7
## 90      140 19.7                49     9              4.87         87     11.9
## 91        0 39.3                 0     9              4.82         88      0.7
## 92     8072 15.3               332     3              2.67          3      2.4
## 93       11 26.7                 3     9              4.96         88      0.1
## 94     4347 16.4               221     7              5.77         69      1.2
## 95    15754  2.7                45     8              4.41         83      6.8
## 96        0  2.2                 4     5              1.63         39      4.9
## 97        2 21.5                 0     9              4.81          9      0.8
## 98     1149  2.7                84     4                NA          4      0.9
## 99   182485 16.9               329     6              3.14          6      2.0
## 100    1668 21.9               126     9              5.72         92      2.4
## 101    3712  2.7                14     5              2.61          5      6.8
## 102      62 29.4                12     8              3.63          8      1.1
## 103     469 24.5                 4     8              6.11         79     22.8
## 104    2219 15.4               160     3              2.79         28      2.0
## 105       3 16.1                 1     9              4.41         89      0.3
## 106    3776 15.2               137     7              9.76         73      8.4
## 107    1196 16.8               155     4              4.41          4      2.4
## 108       0 56.5                11     8              4.69         87      0.1
## 109     190 19.8                65     9              1.92          9      0.5
## 110       0 57.5                 1     9              9.56         91      0.1
## 111     525   NA                40     5              2.62         45      3.6
## 112     998 26.7                41     7              6.52         68     36.7
## 113     108 58.2                 2     9              8.80          9      0.1
## 114      41 61.7                33     9             14.55         94      0.1
## 115      12 47.2                13     8              4.78         79      0.8
## 116       0 41.1                 0     9              6.47          9      0.2
## 117   12289  2.7                63     8              3.70         78      3.5
## 118   12074 13.4                47     8              5.82          8      0.2
## 119   30466 15.7               331     4              2.59         38      2.4
## 120    9960 21.0               848     6              4.00         53      5.0
## 121       0 38.5                24     6              4.41          6      3.9
## 122   12008 19.4                80     3                NA          3      0.9
## 123    3362 17.4                25     9              5.89          9      0.2
## 124     771 17.7                93     4              6.66         75      0.7
## 125   21002 14.4               121     8              4.68         82     18.1
## 126       0  6.6                 0     9              8.86          9      0.1
## 127     992 34.0                28     5              6.60         41      5.1
## 128       0 72.9                 0     6              5.80         65      0.1
## 129     504 26.6                79     8              3.96         82      4.9
## 130       2 44.3                10     9              3.86         89      0.3
##             GDP Population thinness..1.19.years thinness.5.9.years
## 1    1476.47887   34385963                   NA                 NA
## 2    1424.48361      11247                  0.1                0.1
## 3            NA   18734987                  6.3                6.1
## 4      63.63628     191897                  1.2                1.1
## 5            NA         NA                  7.6                7.3
## 6    3542.13589       1819                  0.2                0.1
## 7    4611.47298     372284                  2.6                2.6
## 8    3174.94910         43                  2.6                2.8
## 9     439.35729    1239196                  1.1                1.0
## 10           NA         NA                  0.8                0.7
## 11    278.55573    1626932                  8.6                8.5
## 12    793.45243     894476                  7.9                7.8
## 13    436.68955    1556524                  8.4                8.4
## 14    743.76535   28656282                 15.7               16.1
## 15    544.56653     583211                  7.6                7.6
## 16   5886.82789    4159914                  0.3                0.2
## 17    373.28155    2446782                  8.6                8.5
## 18  12593.73740     393986                  1.9                1.8
## 19    139.31288   16364463                  2.7               21.1
## 20    482.14994      43984                  8.9                8.8
## 21   3491.59589  255131116                  1.4                1.2
## 22   1888.61829      47239                  3.6                3.6
## 23   3695.79375    2785935                  8.3                8.2
## 24    216.17275      82573                  7.6                7.7
## 25   9774.18117    1756817                  6.3                6.2
## 26           NA         NA                  1.0                1.1
## 27    741.77712      49869                 13.1               13.4
## 28   3775.68275   46418194                 13.5               16.1
## 29           NA   24251649                  5.6                5.3
## 30    274.81972   18336724                  8.1                8.0
## 31   5841.41122    5547683                  1.1                0.9
## 32    513.39191    6161796                  7.7                7.6
## 33           NA         NA                  7.8                7.6
## 34   4479.95858     646574                  2.0                1.9
## 35    777.65914   16477818                  8.1                7.9
## 36    412.15176   28679565                   NA                 NA
## 37    796.79376       8446                  0.2                0.2
## 38   2518.39826   45855483                 14.5               17.1
## 39   2256.56724     133978                  1.4                1.4
## 40    173.82893    2174645                  5.5                5.3
## 41     88.87486     469885                  1.3                1.3
## 42   1364.28374     383239                  8.3                8.1
## 43    166.23179    8342559                 11.5               11.4
## 44    415.36196    4181563                  7.0                6.9
## 45    412.73934    2115164                  7.6                7.5
## 46   4697.89732    3746561                  2.7                2.7
## 47           NA    2863993                  6.3                6.1
## 48   2594.74999       1141                  0.1                0.1
## 49    354.84635     946756                  1.9                1.6
## 50   5253.12260    3359859                  4.9                4.7
## 51    834.86916    6876345                  5.0                4.8
## 52    278.55789    1359647                  1.5                1.3
## 53    519.79993    3648288                  8.6                8.5
## 54    584.25921   33736494                 17.2               17.3
## 55   1228.54470         NA                  4.1                4.1
## 56   1196.13350    2117361                  6.1                5.9
## 57   1981.24365   26261363                  1.4                1.4
## 58    643.94726    1267984                  6.7                7.2
## 59   3336.16686  258162113                  1.4                1.2
## 60   1347.31257    1175389                  8.4                8.3
## 61    575.44645    1565217                  9.0                8.6
## 62   3736.58713     619256                  1.7                1.6
## 63           NA         NA                  7.7                7.5
## 64    967.34773    4135152                  8.2                8.0
## 65   1417.26582     546624                  2.5                2.4
## 66    989.23636   12288651                  9.2                9.1
## 67   2632.79942       6775                  1.9                1.8
## 68   2473.85776     848455                  2.9                2.9
## 69    219.14135   24118979                 19.5               19.7
## 70   1186.42394     555331                 13.0               13.3
## 71    141.86844   18865716                  1.2                1.1
## 72    375.85286     542357                  7.9                7.9
## 73   7384.35466     679346                  5.0                4.9
## 74   6268.69212     145844                  3.3                3.2
## 75    372.17218    5683268                  8.4                8.3
## 76    837.95510     972916                  7.4                7.3
## 77    666.84278     168194                  8.8                8.4
## 78  15431.92930    1739746                  0.8                0.8
## 79           NA    1989141                  6.3                6.1
## 80   1595.91232         NA                  3.8                3.8
## 81    539.87915   13474489                 11.4               11.6
## 82  44544.52680   32887928                  0.5                0.4
## 83  12538.17883    1862132                  0.9                0.8
## 84    395.93194     555888                  7.8                7.8
## 85    164.59447   22545214                  1.9               11.0
## 86  21557.65280     138593                  8.7                8.7
## 87           NA         NA                  4.4                4.5
## 88     51.21638     141622                  7.8                7.8
## 89   2246.99380     183746                  8.6                8.6
## 90   1369.68249    1382517                  6.8                6.7
## 91   1653.18440      13926                  6.1                6.5
## 92           NA         NA                 12.2               12.1
## 93           NA         NA                  1.6                1.0
## 94    468.56725   92444183                  1.7                1.5
## 95   1463.21357     138533                  6.7                6.5
## 96    185.63334     757317                  9.8                9.8
## 97   1239.37785      43579                  9.6                9.5
## 98           NA         NA                  7.3                7.1
## 99           NA         NA                 11.5               11.3
## 100          NA         NA                  6.9                6.8
## 101          NA         NA                  9.1                8.8
## 102   145.57838     394617                  8.1                7.9
## 103   257.99557    1899257                 15.7               15.9
## 104   555.29694    1644924                  1.9                1.9
## 105   197.45788      64282                 18.0               18.8
## 106    41.85863     359487                  6.3                6.3
## 107   779.46836    1823369                  1.4                1.3
## 108          NA         NA                  1.7                1.6
## 109   987.73658    5155896                 13.1               13.3
## 110  9985.36959    4654122                  1.8                1.7
## 111  1186.11325    1117749                   NA                 NA
## 112   453.35116   12633897                  9.8                9.9
## 113  2169.92100      19153                  0.7                0.7
## 114          NA         NA                  0.8                0.6
## 115   229.95364    7592865                  1.3                1.3
## 116  1458.87960    1321618                  6.0                6.4
## 117    39.48447   19924522                  8.8                8.8
## 118   287.41560    2539449                 17.8               18.4
## 119          NA         NA                 12.1               11.9
## 120  1383.89335    1534739                 12.0               11.9
## 121   465.31188     926344                  4.4                4.4
## 122          NA         NA                  7.6                7.4
## 123   681.79259   27649925                 16.3               16.7
## 124   375.58199    1764636                  1.5                1.3
## 125    43.97971    3145483                  9.2                9.1
## 126 52473.11356     327386                  1.0                0.9
## 127   462.48652      85492                  4.8                4.8
## 128  3942.98270     187665                  0.2                0.1
## 129  1295.64973     252447                  6.0                6.0
## 130   193.74157   12852755                  1.6                1.5
##     Income.composition.of.resources Schooling
## 1                             0.461       7.0
## 2                             0.586      11.9
## 3                             0.553       9.0
## 4                             0.440      10.5
## 5                             0.581      11.1
## 6                                NA       0.0
## 7                             0.717      13.3
## 8                             0.735      13.1
## 9                             0.333       5.5
## 10                               NA        NA
## 11                            0.456       8.2
## 12                            0.448       9.3
## 13                            0.376       8.1
## 14                            0.555      12.2
## 15                            0.000       9.2
## 16                            0.889      17.5
## 17                            0.489       7.9
## 18                            0.780      13.0
## 19                            0.513       7.3
## 20                            0.404       5.1
## 21                            0.682      12.9
## 22                            0.000      11.1
## 23                            0.531      11.4
## 24                            0.318       6.6
## 25                            0.669      12.5
## 26                            0.494       8.7
## 27                            0.504       8.5
## 28                            0.613      12.9
## 29                            0.607       8.7
## 30                            0.473       8.9
## 31                            0.906      16.8
## 32                            0.441      10.1
## 33                               NA        NA
## 34                            0.679      12.3
## 35                            0.421       8.0
## 36                            0.403       5.6
## 37                            0.000      10.0
## 38                            0.620      12.9
## 39                            0.570       9.8
## 40                            0.495      10.7
## 41                            0.465       8.3
## 42                            0.491       7.8
## 43                            0.000       4.7
## 44                            0.416       9.6
## 45                            0.503      10.2
## 46                            0.716      13.3
## 47                            0.646      12.0
## 48                            0.694      14.6
## 49                            0.411       8.2
## 50                            0.000      15.0
## 51                            0.687      11.9
## 52                            0.682      12.7
## 53                            0.474       9.6
## 54                            0.479      10.1
## 55                            0.753      14.2
## 56                            0.484      11.1
## 57                            0.677      13.4
## 58                            0.709      11.7
## 59                            0.686      12.9
## 60                            0.582       9.2
## 61                            0.365       6.3
## 62                            0.666      13.0
## 63                               NA        NA
## 64                            0.523      11.1
## 65                            0.624      11.8
## 66                            0.370       6.7
## 67                            0.636      12.4
## 68                            0.682      10.7
## 69                            0.381       6.8
## 70                            0.526       9.1
## 71                            0.415       6.4
## 72                            0.000       8.2
## 73                            0.681      11.9
## 74                            0.712      13.2
## 75                            0.435      10.1
## 76                            0.458      10.0
## 77                            0.377       6.7
## 78                            0.826      15.5
## 79                            0.635      13.0
## 80                            0.781      15.8
## 81                            0.483      10.1
## 82                            0.894      15.8
## 83                            0.801      14.2
## 84                            0.000       8.5
## 85                            0.613      10.8
## 86                            0.583       9.2
## 87                            0.681      12.5
## 88                            0.497       9.4
## 89                            0.586       9.2
## 90                            0.504      11.4
## 91                            0.760      12.4
## 92                               NA        NA
## 93                               NA        NA
## 94                            0.422       8.4
## 95                            0.533      11.8
## 96                            0.563       8.7
## 97                            0.000      11.3
## 98                               NA        NA
## 99                               NA        NA
## 100                              NA        NA
## 101                           0.492       9.4
## 102                           0.501       8.2
## 103                           0.559      11.5
## 104                           0.382       4.6
## 105                           0.000       8.8
## 106                           0.442      10.3
## 107                           0.406       5.9
## 108                           0.700      11.8
## 109                           0.515       8.8
## 110                           0.758      13.6
## 111                           0.417       4.9
## 112                           0.418       9.5
## 113                           0.897      20.4
## 114                              NA        NA
## 115                           0.506      10.0
## 116                           0.773      12.5
## 117                           0.484       7.6
## 118                           0.463       9.3
## 119                              NA        NA
## 120                           0.481       9.2
## 121                           0.452       8.2
## 122                              NA        NA
## 123                           0.538      12.3
## 124                           0.323       4.8
## 125                           0.448       8.4
## 126                           0.915      19.0
## 127                           0.439       7.8
## 128                           0.693      12.9
## 129                           0.486      10.0
## 130                           0.670      12.4
train %>% filter(Country == "Afghanistan")
##        Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Afghanistan 2003 Developing            56.7             295            87
## 2  Afghanistan 2000 Developing            54.8             321            88
## 3  Afghanistan 2006 Developing            57.3             295            84
## 4  Afghanistan 2008 Developing            58.1             287            80
## 5  Afghanistan 2007 Developing            57.5             295            82
## 6  Afghanistan 2014 Developing            59.9             271            64
## 7  Afghanistan 2012 Developing            59.5             272            69
## 8  Afghanistan 2015 Developing            65.0             263            62
## 9  Afghanistan 2004 Developing            57.0             293            87
## 10 Afghanistan 2002 Developing            56.2               3            88
## 11 Afghanistan 2005 Developing            57.3             291            85
## 12 Afghanistan 2009 Developing            58.6             281            77
## 13 Afghanistan 2011 Developing            59.2             275            71
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     0.01              11.089053          65     798 13.4               122
## 2     0.01              10.424960          62    6532 12.2               122
## 3     0.03              17.171518          64    1990 14.7               116
## 4     0.03              25.873925          64    1599 15.7               110
## 5     0.02              10.910156          63    1141 15.2               113
## 6     0.01              73.523582          62     492 18.6                86
## 7     0.01              78.184215          67    2787 17.6                93
## 8     0.01              71.279624          65    1154 19.1                83
## 9     0.02              15.296066          67     466 13.8               120
## 10    0.01              16.887351          64    2486 13.0               122
## 11    0.02               1.388648          66    1296 14.2               118
## 12    0.01              56.762217          63    2861 16.2               106
## 13    0.01               7.097109          68    3013 17.2                97
##    Polio Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1     41              8.82         41      0.1 198.72854    2364851
## 2     24              8.20         24      0.1 114.56000     293756
## 3     58              7.43         58      0.1 272.56377    2589345
## 4     64              8.33         64      0.1 373.36112    2729431
## 5     63              6.73         63      0.1 369.83580   26616792
## 6     58              8.18         62      0.1 612.69651     327582
## 7     67              8.52         67      0.1 669.95900    3696958
## 8      6              8.16         65      0.1 584.25921   33736494
## 9      5              8.79          5      0.1 219.14135   24118979
## 10    36              7.76         36      0.1 187.84595   21979923
## 11    58              8.70         58      0.1  25.29413     257798
## 12    63              9.42         63      0.1 445.89330     284331
## 13    68              7.87         68      0.1  63.53723    2978599
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                  19.7               19.9                           0.373
## 2                   2.3                2.5                           0.338
## 3                  19.2               19.3                           0.405
## 4                  18.8               18.9                           0.433
## 5                  19.0               19.1                           0.415
## 6                  17.5               17.5                           0.476
## 7                  17.9               18.0                           0.463
## 8                  17.2               17.3                           0.479
## 9                  19.5               19.7                           0.381
## 10                 19.9                2.2                           0.341
## 11                 19.3               19.5                           0.396
## 12                 18.6               18.7                           0.434
## 13                 18.2               18.2                           0.454
##    Schooling
## 1        6.5
## 2        5.5
## 3        8.1
## 4        8.7
## 5        8.4
## 6       10.0
## 7        9.8
## 8       10.1
## 9        6.8
## 10       6.2
## 11       7.9
## 12       8.9
## 13       9.5
train %>% filter(Country == "Guatemala")
##      Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Guatemala 2014 Developing            71.7             187            10
## 2  Guatemala 2009 Developing            76.0             198            12
## 3  Guatemala 2004 Developing            69.6              21            15
## 4  Guatemala 2006 Developing            69.7              24            14
## 5  Guatemala 2010 Developing            77.0             196            12
## 6  Guatemala 2008 Developing            79.0              19            13
## 7  Guatemala 2011 Developing            71.1             193            11
## 8  Guatemala 2001 Developing            68.4             211            16
## 9  Guatemala 2012 Developing            71.3             189            11
## 10 Guatemala 2013 Developing            71.4             189            11
## 11 Guatemala 2003 Developing            69.4              24            15
## 12 Guatemala 2002 Developing            69.3              21            16
## 13 Guatemala 2005 Developing            69.2              28            14
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     1.88              657.52828          73       0 49.9                13
## 2     2.14              445.44234          92       0 46.5                15
## 3     2.40              288.40163          NA       0 43.1                18
## 4     2.38              352.02449          89       0 44.5                17
## 5     2.14              443.32483          94       0 47.2                14
## 6     2.21              472.22350          95       0 45.9                15
## 7     2.16              457.77458          88       0 47.9                14
## 8     2.53              225.06200          NA       0 41.1                20
## 9     2.02              484.71879          96       0 48.6                13
## 10    1.93              582.14696          85       0 49.3                13
## 11    2.45              249.32629          NA       0 42.4                19
## 12    2.41               25.25041          NA       0 41.7                20
## 13    2.35               41.50846          87       0 43.8                18
##    Polio Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1     65              6.20         73      0.4 3687.7638   15923559
## 2     92              6.79         92      0.4 2635.7535    1431628
## 3     88              6.77         87      0.4 1872.7378   12796925
## 4      9              7.70         89      0.4 2256.5672     133978
## 5     94              6.64         94      0.4 2825.5247    1463417
## 6     96              6.65         95      0.4 2794.2219     146366
## 7     88              6.28         88      0.4 3187.8453   14948919
## 8     78              6.76         77      0.3 1568.3763   11924946
## 9     94              6.33         96      0.4 3299.6514    1527156
## 10    84              6.30         85      0.4 3452.8289   15596214
## 11    84              6.88         84      0.4 1753.3495     125478
## 12    82              6.71         82      0.3  171.7715    1228848
## 13    87              6.79         87      0.4  277.8344     139628
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   1.2                1.2                           0.614
## 2                   1.3                1.3                           0.596
## 3                   1.4                1.4                           0.564
## 4                   1.4                1.4                           0.570
## 5                   1.3                1.3                           0.602
## 6                   1.3                1.3                           0.589
## 7                   1.2                1.2                           0.609
## 8                   1.5                1.5                           0.546
## 9                   1.2                1.2                           0.616
## 10                  1.2                1.2                           0.611
## 11                  1.4                1.4                           0.560
## 12                  1.5                1.5                           0.553
## 13                  1.4                1.4                           0.567
##    Schooling
## 1       10.7
## 2       10.4
## 3        9.3
## 4        9.8
## 5       10.5
## 6       10.4
## 7       10.5
## 8        8.5
## 9       10.6
## 10      10.7
## 11       9.0
## 12       8.8
## 13       9.6
train %>% filter(Country == "Madagascar")
##       Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Madagascar 2001 Developing            58.7             276            42
## 2  Madagascar 2008 Developing            62.3             259            34
## 3  Madagascar 2009 Developing            62.8             254            33
## 4  Madagascar 2013 Developing            64.7              23            29
## 5  Madagascar 2011 Developing            63.8             241            31
## 6  Madagascar 2005 Developing            69.0             265            37
## 7  Madagascar 2015 Developing            65.5              22            28
## 8  Madagascar 2004 Developing            64.0             267            38
## 9  Madagascar 2010 Developing            63.3             248            32
## 10 Madagascar 2003 Developing            59.9             268            40
## 11 Madagascar 2012 Developing            64.3             235            30
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     1.05              42.563316          NA    9357 14.3                65
## 2     0.68               6.448763          77       3 17.1                49
## 3     0.91              71.166012          77       0 17.6                47
## 4     0.87              79.508825          74       6 19.5                40
## 5     0.97              78.799672          73       0 18.5                43
## 6     0.72              33.747862          81       0 15.8                56
## 7       NA               0.000000          69       3  2.5                38
## 8     0.81              23.727963          71   35558 15.4                58
## 9     1.03              76.604422           7       1 18.0                45
## 10    0.93              37.128948          61   62233 15.0                60
## 11    0.87              59.979145           7       2 19.0                42
##    Polio Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1      6              5.17          6      0.7 278.55573    1626932
## 2     77              4.50         77      0.5  47.73325   19996469
## 3     76              4.70         77      0.5 415.68932    2569121
## 4     73              4.15         74      0.4 461.72372   22961146
## 5     73              4.24         73      0.4 454.96346   21743949
## 6      8              5.30         85      0.6 274.81972   18336724
## 7     71                NA         69      0.3  41.85760    2423488
## 8     74              4.89         78      0.6 245.12359    1782997
## 9      7              4.86          7      0.5 412.73934    2115164
## 10    65              4.81         66      0.7 316.79990   17279141
## 11    71              3.46          7      0.4 443.96110   22346573
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   8.6                8.5                           0.456
## 2                   7.8                7.7                           0.491
## 3                   7.7                7.6                           0.500
## 4                   7.3                7.2                           0.508
## 5                   7.5                7.4                           0.504
## 6                   8.1                8.0                           0.473
## 7                   7.1                7.1                           0.511
## 8                   8.2                8.1                           0.466
## 9                   7.6                7.5                           0.503
## 10                  8.3                8.3                           0.457
## 11                  7.4                7.3                           0.506
##    Schooling
## 1        8.2
## 2        9.4
## 3        9.7
## 4       10.3
## 5       10.2
## 6        8.9
## 7       10.3
## 8        8.7
## 9       10.2
## 10       8.5
## 11      10.2
train %>% filter(Country == "Saint Lucia")
##        Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Saint Lucia 2015 Developing            75.2             138             0
## 2  Saint Lucia 2012 Developing            74.7             142             0
## 3  Saint Lucia 2009 Developing            74.3             147             0
## 4  Saint Lucia 2001 Developing            71.8             178             0
## 5  Saint Lucia 2010 Developing            74.2             147             0
## 6  Saint Lucia 2002 Developing            72.0             174             0
## 7  Saint Lucia 2004 Developing            72.6             166             0
## 8  Saint Lucia 2011 Developing            74.6             143             0
## 9  Saint Lucia 2008 Developing            74.1             149             0
## 10 Saint Lucia 2003 Developing            72.2             171             0
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1       NA                      0          99       0 47.5                 0
## 2     9.99                      0          98       0 45.2                 0
## 3    11.09                      0          95       0 43.0                 0
## 4    12.03                      0          NA       0 37.3                 0
## 5    10.87                      0          97       0 43.8                 0
## 6    11.85                      0          14       0 37.9                 0
## 7    11.93                      0          91       0 39.0                 0
## 8    10.43                      0          99       0 44.5                 0
## 9    12.09                      0          96       0 42.2                 0
## 10   12.55                      0          84       0 38.4                 0
##    Polio Total.expenditure Diphtheria HIV.AIDS GDP Population
## 1     99                NA         99      0.1  NA         NA
## 2     98              8.35         98      0.1  NA         NA
## 3     95              8.12         95      0.1  NA         NA
## 4     99              6.10         99      0.3  NA         NA
## 5     97              8.10         97      0.1  NA         NA
## 6      9              6.33         74      0.1  NA         NA
## 7     91              6.20         91      0.2  NA         NA
## 8     99              7.58         99      0.1  NA         NA
## 9     96              7.43         96      0.1  NA         NA
## 10    91              6.10          9      0.2  NA         NA
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   4.3                4.3                           0.735
## 2                   4.3                4.3                           0.735
## 3                   4.3                4.4                           0.717
## 4                   4.5                4.5                           0.684
## 5                   4.3                4.3                           0.724
## 6                   4.4                4.5                           0.681
## 7                   4.4                4.4                           0.686
## 8                   4.3                4.3                           0.733
## 9                   4.3                4.4                           0.710
## 10                  4.4                4.4                           0.684
##    Schooling
## 1       13.1
## 2       13.0
## 3       12.7
## 4       12.6
## 5       12.8
## 6       12.5
## 7       12.3
## 8       12.9
## 9       12.6
## 10      12.4
train %>% filter(Country == "United States of America")
##                     Country Year    Status Life.expectancy Adult.Mortality
## 1  United States of America 2015 Developed            79.3              13
## 2  United States of America 2001 Developed            76.9             115
## 3  United States of America 2000 Developed            76.8             114
## 4  United States of America 2012 Developed            78.8              16
## 5  United States of America 2006 Developed            77.8             113
## 6  United States of America 2014 Developed            79.1              14
## 7  United States of America 2010 Developed            78.7              15
## 8  United States of America 2003 Developed            77.2             114
## 9  United States of America 2008 Developed            78.2              18
## 10 United States of America 2009 Developed            78.5              18
## 11 United States of America 2013 Developed            78.9              16
## 12 United States of America 2004 Developed            77.5             111
## 13 United States of America 2007 Developed            78.1              11
## 14 United States of America 2002 Developed            77.0             115
##    infant.deaths Alcohol percentage.expenditure Hepatitis.B Measles  BMI
## 1             23      NA                      0          92     188 69.6
## 2             28    8.25                      0          89     116  6.9
## 3             28    8.21                      0           9      85  6.1
## 4             24    8.82                      0           9      55 68.0
## 5             28    8.63                      0          93      55 64.4
## 6             23    8.82                      0          92     667 69.1
## 7             25    8.55                      0          92      63 66.9
## 8             28    8.40                      0          92      56 62.4
## 9             27    8.74                      0          94     140 65.7
## 10            26    8.71                      0          92      71 66.3
## 11            23    8.82                      0          91     187 68.6
## 12            28    8.48                      0          92      37 63.1
## 13            27    8.74                      0          93      43 65.1
## 14            28    8.33                      0          88      41 61.7
##    under.five.deaths Polio Total.expenditure Diphtheria HIV.AIDS GDP Population
## 1                 26    93                NA         95      0.1  NA         NA
## 2                 33    89             13.73         94      0.1  NA         NA
## 3                 33     9             13.70         94      0.1  NA         NA
## 4                 28    93             17.20         94      0.1  NA         NA
## 5                 33    93             15.27         96      0.1  NA         NA
## 6                 27    93             17.14         95      0.1  NA         NA
## 7                 30    93             17.20         95      0.1  NA         NA
## 8                 33    91             15.60         96      0.1  NA         NA
## 9                 31    94             16.20         96      0.1  NA         NA
## 10                31    93             17.00         95      0.1  NA         NA
## 11                27    93             16.90         94      0.1  NA         NA
## 12                33    92             15.14         96      0.1  NA         NA
## 13                32    93             15.57         96      0.1  NA         NA
## 14                33     9             14.55         94      0.1  NA         NA
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   0.8                0.6                              NA
## 2                   0.8                0.6                              NA
## 3                   0.8                0.7                              NA
## 4                   0.7                0.6                              NA
## 5                   0.7                0.6                              NA
## 6                   0.8                0.6                              NA
## 7                   0.7                0.6                              NA
## 8                   0.7                0.6                              NA
## 9                   0.7                0.6                              NA
## 10                  0.7                0.6                              NA
## 11                  0.7                0.6                              NA
## 12                  0.7                0.6                              NA
## 13                  0.7                0.6                              NA
## 14                  0.8                0.6                              NA
##    Schooling
## 1         NA
## 2         NA
## 3         NA
## 4         NA
## 5         NA
## 6         NA
## 7         NA
## 8         NA
## 9         NA
## 10        NA
## 11        NA
## 12        NA
## 13        NA
## 14        NA

Polio appears to have the same reporting errors.

Check now for Diphtheria:

train %>% filter(Diphtheria < 20)
##                                Country Year     Status Life.expectancy
## 1                                Sudan 2010 Developing            62.5
## 2                              Lesotho 2003 Developing            45.5
## 3                                Tonga 2003 Developing            72.0
## 4                              Liberia 2005 Developing            55.3
## 5                                Congo 2014 Developing            64.2
## 6                               Tuvalu 2013 Developing              NA
## 7                                Qatar 2000 Developing            76.2
## 8                              Nigeria 2006 Developing            49.8
## 9                 Syrian Arab Republic 2005 Developing            73.5
## 10                               Tonga 2004 Developing            72.2
## 11                          Madagascar 2001 Developing            58.7
## 12                             Uruguay 2000 Developing            75.1
## 13                             Liberia 2014 Developing            58.1
## 14                             Vanuatu 2002 Developing            69.3
## 15                                Iraq 2000 Developing            70.0
## 16                             Comoros 2003 Developing            59.6
## 17                             Ireland 2005  Developed            78.7
## 18                               Ghana 2003 Developing            57.9
## 19                              Panama 2014 Developing            77.6
## 20                 Trinidad and Tobago 2011 Developing            76.0
## 21                               Haiti 2006 Developing            61.1
## 22                             Eritrea 2010 Developing            62.1
## 23                            Ethiopia 2007 Developing            58.5
## 24         United Republic of Tanzania 2011 Developing            58.3
## 25                             Liberia 2006 Developing            56.7
## 26                              Rwanda 2000 Developing            48.3
## 27                 Republic of Moldova 2010 Developing            68.8
## 28                             Myanmar 2009 Developing            65.2
## 29                                Togo 2001 Developing            54.6
## 30    Democratic Republic of the Congo 2007 Developing            55.7
## 31                             Ukraine 2011 Developing            75.0
## 32         United Republic of Tanzania 2005 Developing            52.2
## 33                   Equatorial Guinea 2014 Developing            57.9
## 34                             Denmark 2010  Developed            79.2
## 35                         New Zealand 2002  Developed            78.7
## 36                             Somalia 2002 Developing            58.0
## 37                          Cabo Verde 2001 Developing            73.0
## 38                         Philippines 2015 Developing            68.5
## 39                          Costa Rica 2008 Developing            78.9
## 40                               Haiti 2015 Developing            63.5
## 41                              Guinea 2008 Developing            56.8
## 42                               Sudan 2002 Developing            59.4
## 43                            Kiribati 2000 Developing            64.1
## 44                        South Africa 2002 Developing            54.9
## 45    Lao People's Democratic Republic 2007 Developing            62.1
## 46                                Peru 2015 Developing            75.5
## 47                 Trinidad and Tobago 2008 Developing            69.9
## 48                          Mauritania 2012 Developing            62.5
## 49                     Solomon Islands 2010 Developing            68.3
## 50    Democratic Republic of the Congo 2014 Developing            59.3
## 51                            Cameroon 2009 Developing            54.8
## 52                             Liberia 2012 Developing            67.0
## 53                          Madagascar 2010 Developing            63.3
## 54                             Burundi 2000 Developing            58.0
## 55              Bosnia and Herzegovina 2009 Developing            76.1
## 56                               Kenya 2006 Developing            55.3
## 57                             Lesotho 2004 Developing            44.8
## 58                              Guyana 2003 Developing            65.3
## 59                     Solomon Islands 2007 Developing            67.6
## 60                             Lebanon 2001 Developing            73.0
## 61                              Turkey 2006 Developing            72.8
## 62                              Uganda 2010 Developing            58.4
## 63                 Republic of Moldova 2013 Developing            71.7
## 64                                Fiji 2000 Developing            67.7
## 65                            Cambodia 2001 Developing            58.5
## 66                              Gambia 2000 Developing            55.9
## 67                      Côte d'Ivoire 2013 Developing            52.3
## 68                                Peru 2001 Developing            72.4
## 69                 Trinidad and Tobago 2000 Developing            69.1
## 70                   Equatorial Guinea 2015 Developing            58.2
## 71                             Somalia 2003 Developing            51.1
## 72                               Kenya 2010 Developing            63.0
## 73                         New Zealand 2003  Developed            79.1
## 74                         El Salvador 2004 Developing            70.0
## 75                         Afghanistan 2004 Developing            57.0
## 76                              Angola 2004 Developing            47.1
## 77    Democratic Republic of the Congo 2000 Developing            51.3
## 78                          Mozambique 2005 Developing            58.0
## 79                             Comoros 2000 Developing            59.5
## 80                              Turkey 2005 Developing            72.4
## 81                 Republic of Moldova 2008 Developing            68.9
## 82                               Benin 2012 Developing            59.3
## 83                                Chad 2012 Developing            51.8
## 84                               Chile 2012 Developing            79.9
## 85                            Cambodia 2006 Developing            64.1
## 86                             Comoros 2001 Developing            59.5
## 87                              Malawi 2001 Developing            43.5
## 88                             Lebanon 2007 Developing            74.4
## 89                   Equatorial Guinea 2013 Developing            57.4
## 90                Syrian Arab Republic 2010 Developing            73.7
## 91                             Germany 2000  Developed            78.0
## 92    Democratic Republic of the Congo 2001 Developing            51.8
## 93                         New Zealand 2000  Developed            78.6
## 94                          Cabo Verde 2000 Developing            69.9
## 95                                Chad 2006 Developing            48.5
## 96                             Somalia 2007 Developing            51.5
## 97                          Mauritania 2004 Developing            64.0
## 98                               Kenya 2001 Developing            51.9
## 99    Democratic Republic of the Congo 2005 Developing            54.3
## 100                             Israel 2002 Developing            79.3
## 101                              Congo 2003 Developing            53.2
## 102                         Mauritania 2013 Developing            62.7
## 103                           Ethiopia 2000 Developing            51.2
## 104                    Solomon Islands 2004 Developing            67.1
## 105                              Benin 2005 Developing            56.5
## 106                           Cameroon 2005 Developing            52.8
## 107                              India 2008 Developing            65.5
## 108                             Panama 2013 Developing            77.5
## 109                             Angola 2003 Developing            46.8
## 110                        New Zealand 2001  Developed            78.5
## 111                  Equatorial Guinea 2006 Developing            54.8
## 112                             Guinea 2004 Developing            54.0
## 113                            Myanmar 2010 Developing            65.4
## 114                         Madagascar 2012 Developing            64.3
## 115                              Ghana 2004 Developing            58.3
## 116                             Guinea 2001 Developing            52.5
## 117        United Republic of Tanzania 2006 Developing            53.1
## 118                          Australia 2000  Developed            79.5
## 119                Trinidad and Tobago 2009 Developing            71.0
## 120                           Zimbabwe 2006 Developing            45.4
## 121                              Nepal 2004 Developing            64.7
## 122 Venezuela (Bolivarian Republic of) 2008 Developing            73.2
## 123                              Haiti 2005 Developing            65.0
## 124                            Somalia 2004 Developing            51.2
## 125                              Nepal 2012 Developing            68.9
## 126                            Iceland 2014  Developed            82.5
## 127                        Saint Lucia 2003 Developing            72.2
## 128                           Ethiopia 2004 Developing            55.0
## 129                            Eritrea 2002 Developing            58.5
##     Adult.Mortality infant.deaths Alcohol percentage.expenditure Hepatitis.B
## 1               243            62    1.77            172.0097884          75
## 2               648             5    1.99              5.3009020          17
## 3               153             0    1.79             45.8510577          85
## 4               316            12    4.19             22.3964881          NA
## 5               275             7    0.01              0.0000000           9
## 6                NA             0    0.01             78.2812032           9
## 7                88             0    0.50           1559.2871580          89
## 8               396           549    9.66             10.3577942          27
## 9               127             9    0.92            116.2585943          83
## 10              151             0    1.80            423.2953509           9
## 11              276            42    1.05             42.5633159          NA
## 12              131             1    6.65            645.9583816          92
## 13              329             8    0.01             54.3739696           5
## 14              176             0    1.24            171.1373611          66
## 15              144            30    0.20              0.0000000          67
## 16              271             2    0.26             45.0901084          28
## 17               78             0   13.31            973.6813330          NA
## 18               38            41    1.53             31.0943534           8
## 19              119             1    6.74           1842.4637820           8
## 20              176             0    6.50            144.9850711           9
## 21               28            17    6.18              6.9955564          NA
## 22              298             6    0.61             17.3573978           9
## 23               39           186    1.06             30.4645181          47
## 24              348            88    4.04              0.0000000           9
## 25               32            11    4.05             15.7993415          NA
## 26              426            34    7.13             18.4179180          NA
## 27              219             1    8.25              0.0000000          98
## 28              211            52    0.28             11.0524790          91
## 29              345            14    0.95              2.0485749          NA
## 30              299           236    1.52              0.0000000           7
## 31               24             5    8.48            415.1627705          21
## 32              449            97    3.94              0.0000000           9
## 33               32             3    0.01             13.4047742           2
## 34               84             0   10.28            954.4865933          NA
## 35               83             0    9.13           2892.2571320          89
## 36              348            47    0.01              0.0000000          NA
## 37              152             0    3.81            150.7434862          NA
## 38              211            52      NA              0.0000000           6
## 39               99             1    4.22           1859.0956210          89
## 40               24            14      NA              0.0000000           6
## 41               33            30    0.21             19.6851026          57
## 42              277            70    1.59             30.6228755          NA
## 43              222             0    0.46             11.0754333           9
## 44              459            54    7.04            346.5316007          72
## 45              234            11    5.00              0.0000000           5
## 46              123             8      NA              0.0000000           9
## 47              185             0    6.41           1902.6930480           9
## 48               29             8    0.01             62.4841955           8
## 49              188             0    1.10             29.5207994           9
## 50              266           237    0.01              0.0000000           8
## 51              373            54    5.89              9.0425409           8
## 52              261             9    0.01             48.0989147           8
## 53              248            32    1.03             76.6044217           7
## 54              386            25    6.61              9.6966892          NA
## 55               97             0    4.75            645.0213020           9
## 56              388            68    1.76             52.6038543           8
## 57              666             5    1.80             67.9136182           6
## 58              237             1    7.93             16.4794902           9
## 59                2             0    0.85             28.9013523           9
## 60               11             1    2.19            510.6035166           8
## 61              126            28    1.29            103.5237760          82
## 62              362            79   10.03            116.2029640           8
## 63              163             1   10.49              0.0000000          91
## 64              221             0    2.05             31.2583462          98
## 65              273            25    1.71             27.6897105          NA
## 66               33             3    2.18              0.0000000          91
## 67              412            59    3.15              0.0000000           8
## 68              142            17    4.22            302.5359058          NA
## 69              197             0    4.68             43.5952296          NA
## 70               32             3      NA              0.0000000          16
## 71              344            48    0.01              0.0000000          NA
## 72              294            61    1.73             56.5898422           9
## 73               82             0    8.91           3661.7929220          89
## 74              215             3    2.90            398.6058322           9
## 75              293            87    0.02             15.2960664          67
## 76              386            94    3.53              8.8667775          NA
## 77              346           226    1.98              0.0000000          NA
## 78              434            80    1.23             67.3337873          75
## 79              272             1    0.09             35.0294862          NA
## 80              129            30    1.29            832.9552058          85
## 81              228             1    9.07              0.0000000          97
## 82              251            25    0.01              9.8040747           8
## 83              367            46    0.62             57.8242709           4
## 84               84             2    6.76           2260.7776420           9
## 85              216            17    2.03             51.5044712           8
## 86              272             1    0.08             19.7174104          NA
## 87              599            48    1.15             12.7976063          NA
## 88               98             1    1.72              8.9069312           8
## 89              327             3   10.72            156.3907685          NA
## 90              127             7    0.78              0.0000000          84
## 91               95             3   12.91           4238.5400350          84
## 92               34           227    1.90              0.0000000          NA
## 93               87             0    8.91           2143.0210830           9
## 94              155             0    3.49            122.5744699          NA
## 95              414            45    0.41             62.6722597          NA
## 96               34            52    0.01              0.0000000          NA
## 97              224             8    0.01              5.0037829          NA
## 98              434            77    1.63              3.8476029          NA
## 99              314           233    1.43              0.0000000          NA
## 100              74             1    2.47           1701.1957870          98
## 101             417             9    2.45              0.0000000          NA
## 102              28             8    0.01              8.8802812           8
## 103             391           253    0.88             11.5948177          NA
## 104              29             0    1.18            195.5259417          81
## 105             285            25    1.13              7.1069974           7
## 106               4            58    5.03             73.0327619          79
## 107              23          1300    1.93             43.0304331          29
## 108             118             1    6.89           1694.4670750           8
## 109             388            95    3.49             35.9334912          NA
## 110              83             0    8.75           2205.9859500           9
## 111             337             3    7.28            827.5979335          NA
## 112             334            33    0.34             18.9301126          NA
## 113              29            49    0.30             17.4829375          92
## 114             235            30    0.87             59.9791446           7
## 115              34            41    1.46             53.2377598           8
## 116             336            36    0.17             19.8979093          NA
## 117             437            96    4.07              0.0000000           9
## 118              78             1   10.17            347.1873600          NA
## 119             183             0    6.37            128.0896289           9
## 120               7            28    4.57             34.2621688          68
## 121             218            35    0.21             31.9318732          27
## 122             168             9    8.18              0.0000000          53
## 123              29            17    5.57             38.1090426          NA
## 124             341            49    0.01              0.0000000          NA
## 125             167            20    0.26             80.5878838           9
## 126              49             0    7.45           8254.0207630          NA
## 127             171             0   12.55              0.0000000          84
## 128             354           217    0.86              1.5069625          NA
## 129             343             7    0.83              0.7031322          86
##     Measles  BMI under.five.deaths Polio Total.expenditure Diphtheria HIV.AIDS
## 1       680   NA                92     9              7.97          9      0.3
## 2         1 26.4                 7     9              7.13          9     33.8
## 3         0 67.8                 0    91              5.90          9      0.1
## 4         8 22.0                16    66              8.40          6      3.1
## 5        71 26.8                10     9              5.15          9      3.0
## 6         0 79.3                 0     9             16.61          9      0.1
## 7        46 62.4                 0    91              2.18          8      0.1
## 8       704 19.9               879    46              3.66          4      5.3
## 9       375 47.6                10    83              4.11          8      0.1
## 10        0 68.6                 0    91              4.87          9      0.1
## 11     9357 14.3                65     6              5.17          6      0.7
## 12        0 55.0                 1    92              7.82          9      0.1
## 13       34 26.7                11    49              1.40          5      0.9
## 14      101 42.6                 0    67              3.52          7      0.1
## 15      726 49.5                37    83                NA          8      0.1
## 16        0 18.4                 2     8              3.65          8      0.1
## 17       95 55.1                 0     9              7.27          9      0.1
## 18     1939 21.2                63     8              3.12          8      3.4
## 19        0 57.1                 1     8              8.30          8      0.1
## 20        0 43.0                 0    91              5.60          9      0.4
## 21        0 39.6                23    61              5.70          6      3.3
## 22       51 16.0                 9     9              3.24          9      0.9
## 23     1446 14.5               286    61              4.69          5      2.8
## 24     1622 21.3               128    88              5.72          9      3.1
## 25       20 22.4                15    66              1.90          6      3.0
## 26     2095 13.2                57     9              4.22          9      8.5
## 27        0  5.4                 1    97             12.80          9      0.1
## 28      329 19.1                69     9              2.50          9      0.6
## 29     1833 17.1                22    51              4.29          5      5.3
## 30    55577 17.8               326    72              3.61          7      1.9
## 31     1333 59.0                 5    54              6.98          5      0.2
## 32       23 18.1               149    91              4.66          9     10.0
## 33       13 24.0                 4    24              3.80          2      4.4
## 34        5 57.0                 0     9             11.80          9      0.1
## 35       21  6.3                 0    84              7.89          9      0.1
## 36     9559 18.6                77     4                NA          4      0.9
## 37        0 22.1                 0    91              5.19          9      0.8
## 38      619 25.4                66    79                NA          6      0.1
## 39        0 53.4                 1    89              9.10          9      0.1
## 40        0 49.9                18    56                NA          6      0.5
## 41       89 19.8                47    59              3.21          6      2.3
## 42     4529   NA               106     6              2.95          6      0.2
## 43        0 67.9                 0     9              8.12          9      0.1
## 44     1043 41.6                79     7              8.90          7     26.6
## 45     1678 16.1                15    46              4.14          5      0.2
## 46        4 55.6                10    88                NA          9      0.1
## 47        0  4.2                 0    91              4.40          9      0.3
## 48       35 28.8                12     8              3.36          8      1.2
## 49        0 46.4                 0    94              7.47          9      0.1
## 50    33711 21.1               312    79              4.33          8      1.1
## 51      251 25.4                85    79              5.70          8      6.3
## 52       43 25.6                12     8              1.19          8      1.2
## 53        1 18.0                45     7              4.86          7      0.5
## 54    18363 12.8                41    71              4.98          8      5.2
## 55       22 52.6                 0     9              9.64          9      0.1
## 56     1847 16.9               104    77              4.24          8     10.3
## 57       31 26.9                 7    89              6.96          9     34.6
## 58        0 37.8                 1    91              5.97          9      2.1
## 59        0 43.8                 0    93              6.42          9      0.1
## 60        8 58.6                 1     8              1.90          8      0.1
## 61       34 58.5                34     9              5.81          9      0.1
## 62     1313 16.3               119    79             11.20          8      8.0
## 63       27 52.1                 1    92              1.50          9      0.1
## 64        0  5.2                 0    91              3.87          9      0.1
## 65     3761 12.4                33    59              5.70          6      2.2
## 66      336 18.0                 6    84              3.61          8      2.0
## 67       48 26.8                81    79              5.81          8      2.4
## 68        0 46.1                22     9              4.98          9      0.5
## 69        0 33.6                 1     9              4.17          9      0.9
## 70     1250 24.5                 4    17                NA         16      4.2
## 71     8257 19.0                78     4                NA          4      0.9
## 72       95 18.9                89     9              3.97          9      4.3
## 73       66  6.9                 0    86              7.71          9      0.1
## 74        0 48.6                 3     9              7.30          9      0.3
## 75      466 13.8               120     5              8.79          5      0.1
## 76       29 17.2               152     4              4.71          4      2.5
## 77     8282 14.9               332    42              1.45          4      2.5
## 78    12598 18.5               117    71              6.87          8     16.2
## 79        0 17.3                 2     7              3.56          7      0.1
## 80     6200 57.6                36     9              5.45          9      0.1
## 81        0 49.5                 1    96             11.41          9      0.1
## 82      288 24.1                39     8              4.86          8      1.3
## 83      120 17.9                79    51              3.00          4      3.6
## 84        0 61.8                 2     9              7.24          9      0.1
## 85      188 14.3                21     8              4.48          8      1.1
## 86        0 17.6                 2     7              2.86          7      0.1
## 87      150 14.4                80    86              5.70          9     25.1
## 88      373 61.9                 1    75              8.90          8      0.1
## 89      321 23.5                 4     3              3.73          3      5.7
## 90       26 52.3                 9    83              3.28          8      0.1
## 91        0 55.1                 4    94              1.10          9      0.1
## 92     8072 15.3               332     3              2.67          3      2.4
## 93       65 58.9                 0    82              7.47          9      0.1
## 94        2 21.5                 0     9              4.81          9      0.8
## 95     1594 15.7                80    49              3.32          4      5.1
## 96     1149  2.7                84     4                NA          4      0.9
## 97     5039 23.6                12    68              4.70          7      1.3
## 98    11304 14.7               120    77              4.62          8     16.9
## 99   182485 16.9               329     6              3.14          6      2.0
## 100       2 59.2                 1    91              7.49          9      0.1
## 101    3712  2.7                14     5              2.61          5      6.8
## 102      62 29.4                12     8              3.63          8      1.1
## 103    1660 12.3               404    55              4.36          3      5.0
## 104       0 41.3                 0    89              5.64          9      0.1
## 105     210  2.5                39    73              4.73          7      2.1
## 106     605 23.3                93    79              4.75          8      7.4
## 107   44258 14.9              1800    69              4.34          7      0.3
## 108       0 56.3                 1    81              8.90          8      0.1
## 109    1196 16.8               155     4              4.41          4      2.4
## 110      65 59.6                 0    82              7.58          9      0.1
## 111       0  2.5                 4    52              2.13          4      5.3
## 112      10 18.1                53    65              3.14          6      2.8
## 113     190 19.8                65     9              1.92          9      0.5
## 114       2 19.0                42    71              3.46          7      0.4
## 115      60 21.8                62    81              3.96          8      3.2
## 116    7408 16.9                58    52              3.65          5      3.0
## 117    2362 18.6               145    91              6.86          9      9.4
## 118     108 58.2                 2     9              8.80          9      0.1
## 119       0 41.1                 0     9              6.47          9      0.2
## 120     212 27.9                45    71              5.12          7     26.8
## 121   12074 13.4                47     8              5.82          8      0.2
## 122       0 58.2                10    76              3.98          5      0.1
## 123       0 38.5                24     6              4.41          6      3.9
## 124   12008 19.4                80     3                NA          3      0.9
## 125    3362 17.4                25     9              5.89          9      0.2
## 126       0  6.6                 0     9              8.86          9      0.1
## 127       0 38.4                 0    91              6.10          9      0.2
## 128      73 13.5               342    54              4.23          4      4.1
## 129     460 13.1                10    92              4.20          9      1.9
##             GDP Population thinness..1.19.years thinness.5.9.years
## 1    1476.47887   34385963                   NA                 NA
## 2      63.63628     191897                  1.2                1.1
## 3     229.71472      99789                  0.1                0.1
## 4     168.64825     326123                  8.3                8.3
## 5            NA         NA                  7.6                7.3
## 6    3542.13589       1819                  0.2                0.1
## 7   29986.29150         NA                  4.8                4.5
## 8     119.74329   14261494                 12.6               12.6
## 9    1577.45718   18294611                  6.5                6.3
## 10   2284.37858        146                  0.1                0.1
## 11    278.55573    1626932                  8.6                8.5
## 12   6871.89768    3321245                  1.8                1.7
## 13    458.46517     439737                  6.7                6.5
## 14   1353.93482     193956                  1.7                1.6
## 15           NA   23565413                  5.6                5.4
## 16    544.56653     583211                  7.6                7.6
## 17   5886.82789    4159914                  0.3                0.2
## 18    373.28155    2446782                  8.6                8.5
## 19  12593.73740     393986                  1.9                1.8
## 20   1953.97670    1334788                  5.9                6.2
## 21     55.47626     949457                  4.3                4.3
## 22    482.14994      43984                  8.9                8.8
## 23    243.32682       8149                 11.3               11.0
## 24           NA         NA                  7.0                6.9
## 25    178.92799    3375838                  8.1                8.1
## 26    216.17275      82573                  7.6                7.7
## 27           NA         NA                  2.8                3.0
## 28    741.77712      49869                 13.1               13.4
## 29     26.63947     511177                  9.2                9.1
## 30           NA         NA                 11.1                1.9
## 31   3569.75727      45761                  2.4                2.5
## 32           NA         NA                  7.7                7.6
## 33    192.59733    1129424                  8.5                8.4
## 34   5841.41122    5547683                  1.1                0.9
## 35  16874.31232         NA                  0.3                0.3
## 36           NA         NA                  7.8                7.6
## 37   1268.88456     443716                  9.4                9.3
## 38   2878.33837   11716359                  1.0                9.7
## 39   6911.13614     442958                  1.9                1.8
## 40    814.54640     171161                  3.9                3.9
## 41    437.44672    1323142                  8.6                8.6
## 42    412.15176   28679565                   NA                 NA
## 43    796.79376       8446                  0.2                0.2
## 44   2518.39826   45855483                 14.5               17.1
## 45           NA         NA                  9.7                9.8
## 46     63.34326   31376671                  1.1                1.1
## 47  21188.11857    1315372                  6.1                6.4
## 48   1364.28374     383239                  8.3                8.1
## 49   1272.44825      52779                  1.2                1.2
## 50           NA         NA                  9.7                9.5
## 51    123.19538   19432541                  6.3                6.3
## 52    415.36196    4181563                  7.0                6.9
## 53    412.73934    2115164                  7.6                7.5
## 54    135.99845       6476                  9.0                8.9
## 55   4697.89732    3746561                  2.7                2.7
## 56    697.66385      37525                  8.5                8.4
## 57    781.51459    1933728                  9.7                9.7
## 58    986.79582     751857                  5.8                5.6
## 59    146.93113      49294                  1.2                1.2
## 60   5253.12260    3359859                  4.9                4.7
## 61    834.86916    6876345                  5.0                4.8
## 62    594.99726   33915133                  6.0                6.0
## 63           NA         NA                  2.7                2.9
## 64    276.13380     811223                  4.3                4.0
## 65    321.22634    1242473                 11.6               11.8
## 66           NA         NA                  1.2                1.2
## 67           NA         NA                  5.8                5.7
## 68   1981.24365   26261363                  1.4                1.4
## 69    643.94726    1267984                  6.7                7.2
## 70   1347.31257    1175389                  8.4                8.3
## 71           NA         NA                  7.7                7.5
## 72    967.34773    4135152                  8.2                8.0
## 73  21913.78170         NA                  0.3                0.3
## 74   2632.79942       6775                  1.9                1.8
## 75    219.14135   24118979                 19.5               19.7
## 76    141.86844   18865716                  1.2                1.1
## 77           NA         NA                 12.4               12.3
## 78    369.15454      29237                  3.9                3.8
## 79    375.85286     542357                  7.9                7.9
## 80   7384.35466     679346                  5.0                4.9
## 81           NA         NA                  2.9                3.1
## 82    837.95510     972916                  7.4                7.3
## 83    973.47257    1275135                  9.0                8.9
## 84  15431.92930    1739746                  0.8                0.8
## 85    539.87915   13474489                 11.4               11.6
## 86    395.93194     555888                  7.8                7.8
## 87    146.76154   11695863                  7.9                7.7
## 88    614.27112     486466                  4.7                4.6
## 89   2246.99380     183746                  8.6                8.6
## 90           NA    2118834                  6.4                6.1
## 91  23718.74670    8221158                  1.2                1.2
## 92           NA         NA                 12.2               12.1
## 93  13641.12720         NA                  0.3                0.3
## 94   1239.37785      43579                  9.6                9.5
## 95    712.18477    1421597                  1.3                1.2
## 96           NA         NA                  7.3                7.1
## 97     62.54729     342823                  1.0                9.8
## 98     41.77636   32321482                  9.0                9.0
## 99           NA         NA                 11.5               11.3
## 100 18431.15696        657                  1.1                1.1
## 101          NA         NA                  9.1                8.8
## 102   145.57838     394617                  8.1                7.9
## 103   123.87626   66537331                 11.9               11.8
## 104   818.44262     458324                  1.3                1.3
## 105    61.79998    7982225                  8.7                8.6
## 106   952.18725    1742795                  6.9                7.0
## 107   991.48463  119714696                 27.0               27.9
## 108 11685.97983    3838462                  1.9                1.9
## 109   779.46836    1823369                  1.4                1.3
## 110 13882.85683         NA                  0.3                0.3
## 111 12732.27590     792217                  9.7                9.6
## 112   386.32883     949229                  9.5                9.5
## 113   987.73658    5155896                 13.1               13.3
## 114   443.96110   22346573                  7.4                7.3
## 115   423.19364    2986536                  8.4                8.3
## 116   315.83983    8971139                  1.1                1.1
## 117          NA         NA                  7.6                7.5
## 118  2169.92100      19153                  0.7                0.7
## 119  1458.87960    1321618                  6.0                6.4
## 120   414.79623   13124267                  8.6                8.6
## 121   287.41560    2539449                 17.8               18.4
## 122          NA         NA                  1.6                1.5
## 123   465.31188     926344                  4.4                4.4
## 124          NA         NA                  7.6                7.4
## 125   681.79259   27649925                 16.3               16.7
## 126 52473.11356     327386                  1.0                0.9
## 127          NA         NA                  4.4                4.4
## 128   135.76239    7462445                 11.5               11.3
## 129    21.76880    3614639                  9.9                9.9
##     Income.composition.of.resources Schooling
## 1                             0.461       7.0
## 2                             0.440      10.5
## 3                             0.683      13.7
## 4                             0.372      10.1
## 5                             0.581      11.1
## 6                                NA       0.0
## 7                             0.808      13.0
## 8                             0.466       9.0
## 9                             0.624      11.0
## 10                            0.693      14.6
## 11                            0.456       8.2
## 12                            0.738      14.0
## 13                            0.426       9.9
## 14                            0.000      10.2
## 15                            0.603       8.6
## 16                            0.000       9.2
## 17                            0.889      17.5
## 18                            0.489       7.9
## 19                            0.780      13.0
## 20                            0.774      12.6
## 21                            0.455       8.3
## 22                            0.404       5.1
## 23                            0.362       7.1
## 24                               NA        NA
## 25                            0.377      10.0
## 26                            0.318       6.6
## 27                               NA        NA
## 28                            0.504       8.5
## 29                            0.426       9.4
## 30                               NA        NA
## 31                            0.734      14.9
## 32                               NA        NA
## 33                            0.582       9.2
## 34                            0.906      16.8
## 35                            0.873      17.5
## 36                               NA        NA
## 37                            0.562      11.0
## 38                            0.679      11.7
## 39                            0.740      12.9
## 40                            0.490       9.1
## 41                            0.371       7.9
## 42                            0.403       5.6
## 43                            0.000      10.0
## 44                            0.620      12.9
## 45                            0.509       9.0
## 46                            0.737      13.4
## 47                            0.767      12.4
## 48                            0.491       7.8
## 49                            0.492       9.3
## 50                               NA        NA
## 51                            0.473       9.2
## 52                            0.416       9.6
## 53                            0.503      10.2
## 54                            0.268       4.5
## 55                            0.716      13.3
## 56                            0.483       9.7
## 57                            0.439      10.7
## 58                            0.611      11.1
## 59                            0.482       9.0
## 60                            0.000      15.0
## 61                            0.687      11.9
## 62                            0.473      10.9
## 63                               NA        NA
## 64                            0.681      13.1
## 65                            0.412       7.6
## 66                            0.377       6.5
## 67                               NA        NA
## 68                            0.677      13.4
## 69                            0.709      11.7
## 70                            0.582       9.2
## 71                               NA        NA
## 72                            0.523      11.1
## 73                            0.881      18.2
## 74                            0.636      12.4
## 75                            0.381       6.8
## 76                            0.415       6.4
## 77                               NA        NA
## 78                            0.341       7.3
## 79                            0.000       8.2
## 80                            0.681      11.9
## 81                               NA        NA
## 82                            0.458      10.0
## 83                            0.381       7.3
## 84                            0.826      15.5
## 85                            0.483      10.1
## 86                            0.000       8.5
## 87                            0.387      10.1
## 88                            0.731      12.9
## 89                            0.586       9.2
## 90                            0.650      11.7
## 91                            0.855      16.2
## 92                               NA        NA
## 93                            0.864      17.2
## 94                            0.000      11.3
## 95                            0.303       5.5
## 96                               NA        NA
## 97                            0.451       6.7
## 98                            0.447       8.4
## 99                               NA        NA
## 100                           0.855      15.3
## 101                           0.492       9.4
## 102                           0.501       8.2
## 103                           0.000       3.9
## 104                           0.459       8.1
## 105                           0.430       8.5
## 106                           0.456       8.3
## 107                           0.556      10.2
## 108                           0.773      12.9
## 109                           0.406       5.9
## 110                           0.868      17.4
## 111                           0.569       9.0
## 112                           0.325       5.1
## 113                           0.515       8.8
## 114                           0.506      10.2
## 115                           0.491       7.7
## 116                           0.322       5.1
## 117                              NA        NA
## 118                           0.897      20.4
## 119                           0.773      12.5
## 120                           0.408       9.5
## 121                           0.463       9.3
## 122                           0.745      13.4
## 123                           0.452       8.2
## 124                              NA        NA
## 125                           0.538      12.3
## 126                           0.915      19.0
## 127                           0.684      12.4
## 128                           0.310       5.4
## 129                           0.000       4.4
train %>% filter(Country == "Burundi")
##    Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Burundi 2008 Developing            55.3              35            23
## 2  Burundi 2010 Developing            56.8              33            23
## 3  Burundi 2011 Developing            57.4             321            22
## 4  Burundi 2002 Developing            51.5             387            24
## 5  Burundi 2013 Developing            58.6              33            22
## 6  Burundi 2000 Developing            58.0             386            25
## 7  Burundi 2012 Developing            58.0             312            22
## 8  Burundi 2007 Developing            54.8             355            24
## 9  Burundi 2006 Developing            54.1             361            24
## 10 Burundi 2015 Developing            59.6             288            21
## 11 Burundi 2001 Developing            51.3             385            25
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     4.33              15.994152          92     173 15.2                35
## 2     4.16              31.141876          96     495 16.1                34
## 3     4.16               3.595980          96     129 16.6                33
## 4     5.98               9.660010          NA    1016 13.3                39
## 5     0.01              40.151285          96       0 17.6                32
## 6     6.61               9.696689          NA   18363 12.8                41
## 7     0.01              38.731705          96      49 17.1                33
## 8     4.54               1.726595          99      43 14.8                36
## 9     4.50              21.249153          92     784 14.5                36
## 10      NA               0.000000          94       9 18.7                31
## 11    6.09              10.619176          NA       0 13.0                40
##    Polio Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1     89              7.86         92      2.9 196.24726    8212264
## 2     94              8.82         96      1.9 231.19433     876693
## 3     95              8.58         96      1.5  26.47997      94358
## 4     74              5.15         81      5.2 122.43359    6741569
## 5     96              8.30         96      1.0 282.75553      96186
## 6     71              4.98          8      5.2 135.99845       6476
## 7     96              8.21         96      1.2 265.28565     931971
## 8     93              1.30         99      3.4  17.79995    7939573
## 9     88             11.49         92      3.8 165.87942    7675338
## 10    94                NA         94      0.7  33.68122     119927
## 11    72              4.96         81      5.3 133.74277    6555829
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   7.9                7.9                           0.319
## 2                   7.7                7.7                           0.361
## 3                   7.6                7.6                           0.385
## 4                   8.7                8.7                           0.268
## 5                   7.4                7.4                           0.398
## 6                   9.0                8.9                           0.268
## 7                   7.5                7.5                           0.393
## 8                   8.0                8.0                           0.309
## 9                   8.1                8.2                           0.290
## 10                  7.3                7.2                           0.406
## 11                  8.8                8.8                           0.268
##    Schooling
## 1        7.9
## 2        9.3
## 3        9.9
## 4        4.4
## 5       10.5
## 6        4.5
## 7       10.3
## 8        7.2
## 9        5.9
## 10      10.6
## 11       4.5
train %>% filter(Country == "Democratic Republic of the Congo")
##                             Country Year     Status Life.expectancy
## 1  Democratic Republic of the Congo 2015 Developing            59.8
## 2  Democratic Republic of the Congo 2007 Developing            55.7
## 3  Democratic Republic of the Congo 2014 Developing            59.3
## 4  Democratic Republic of the Congo 2000 Developing            51.3
## 5  Democratic Republic of the Congo 2012 Developing            58.3
## 6  Democratic Republic of the Congo 2009 Developing            56.7
## 7  Democratic Republic of the Congo 2001 Developing            51.8
## 8  Democratic Republic of the Congo 2006 Developing            55.0
## 9  Democratic Republic of the Congo 2005 Developing            54.3
## 10 Democratic Republic of the Congo 2004 Developing            53.5
## 11 Democratic Republic of the Congo 2013 Developing            58.8
## 12 Democratic Republic of the Congo 2002 Developing            52.1
## 13 Democratic Republic of the Congo 2008 Developing            56.3
##    Adult.Mortality infant.deaths Alcohol percentage.expenditure Hepatitis.B
## 1              258           236      NA                      0          81
## 2              299           236    1.52                      0           7
## 3              266           237    0.01                      0           8
## 4              346           226    1.98                      0          NA
## 5              277           239    0.01                      0          75
## 6              292           238    2.13                      0          72
## 7               34           227    1.90                      0          NA
## 8               36           235    1.53                      0          NA
## 9              314           233    1.43                      0          NA
## 10             323           232    1.44                      0          NA
## 11             272           238    0.01                      0          74
## 12             341           229    1.85                      0          NA
## 13             295           237    2.09                      0          65
##    Measles  BMI under.five.deaths Polio Total.expenditure Diphtheria HIV.AIDS
## 1     5020 21.6               308    78                NA         81      1.1
## 2    55577 17.8               326    72              3.61          7      1.9
## 3    33711 21.1               312    79              4.33          8      1.1
## 4     8282 14.9               332    42              1.45          4      2.5
## 5    72029  2.1               317    76              3.77         75      1.5
## 6       57 18.6               323    78              5.61         72      1.7
## 7     8072 15.3               332     3              2.67          3      2.4
## 8    80123 17.3               327    62              3.39         62      2.0
## 9   182485 16.9               329     6              3.14          6      2.0
## 10   44934 16.5               330    52              3.34         54      2.1
## 11   88381  2.6               314    74              3.89         74      1.2
## 12   30466 15.7               331     4              2.59         38      2.4
## 13   12461 18.2               324    64              4.46         65      1.8
##    GDP Population thinness..1.19.years thinness.5.9.years
## 1   NA         NA                  9.5                9.3
## 2   NA         NA                 11.1                1.9
## 3   NA         NA                  9.7                9.5
## 4   NA         NA                 12.4               12.3
## 5   NA         NA                  1.0                9.8
## 6   NA         NA                  1.6                1.4
## 7   NA         NA                 12.2               12.1
## 8   NA         NA                 11.3               11.1
## 9   NA         NA                 11.5               11.3
## 10  NA         NA                 11.7               11.5
## 11  NA         NA                  9.9                9.6
## 12  NA         NA                 12.1               11.9
## 13  NA         NA                  1.8                1.7
##    Income.composition.of.resources Schooling
## 1                               NA        NA
## 2                               NA        NA
## 3                               NA        NA
## 4                               NA        NA
## 5                               NA        NA
## 6                               NA        NA
## 7                               NA        NA
## 8                               NA        NA
## 9                               NA        NA
## 10                              NA        NA
## 11                              NA        NA
## 12                              NA        NA
## 13                              NA        NA
train %>% filter(Country == "Liberia")
##    Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Liberia 2005 Developing            55.3             316            12
## 2  Liberia 2014 Developing            58.1             329             8
## 3  Liberia 2006 Developing            56.7              32            11
## 4  Liberia 2008 Developing            58.6             281            10
## 5  Liberia 2012 Developing            67.0             261             9
## 6  Liberia 2013 Developing            61.1             258             9
## 7  Liberia 2007 Developing            57.9             286            10
## 8  Liberia 2001 Developing            51.5             333            14
## 9  Liberia 2000 Developing            51.9              39            14
## 10 Liberia 2002 Developing            56.0             371            13
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     4.19              22.396488          NA       8 22.0                16
## 2     0.01              54.373970           5      34 26.7                11
## 3     4.05              15.799342          NA      20 22.4                15
## 4     3.88              40.033441          64       1 23.4                14
## 5     0.01              48.098915           8      43 25.6                12
## 6     0.01              45.048925          76       0 26.1                11
## 7     4.03               3.686899          NA       1 22.9                14
## 8     4.40              16.721429          NA    1379  2.4                20
## 9     4.46              12.197097          NA    5977  2.2                20
## 10    4.27              10.424369          NA     131  2.7                19
##    Polio Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1     66              8.40          6      3.1 168.64825     326123
## 2     49              1.40          5      0.9 458.46517     439737
## 3     66              1.90          6      3.0 178.92799    3375838
## 4     79             11.83         75      2.4 232.61732    3662993
## 5      8              1.19          8      1.2 415.36196    4181563
## 6     75              9.25         76      1.1 454.12222    4286291
## 7     67              1.24         65      2.8  21.37333    3512932
## 8     54              6.41         42      3.1 174.18155    2991132
## 9     56              5.91         46      3.1 183.41500    2884522
## 10    51              5.43         39      3.1 177.28519     362863
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   8.3                8.3                           0.372
## 2                   6.7                6.5                           0.426
## 3                   8.1                8.1                           0.377
## 4                   7.7                7.6                           0.394
## 5                   7.0                6.9                           0.416
## 6                   6.8                6.7                           0.419
## 7                   7.9                7.8                           0.383
## 8                   9.0                9.0                           0.386
## 9                   9.2                9.2                           0.338
## 10                  8.8                8.9                           0.376
##    Schooling
## 1       10.1
## 2        9.9
## 3       10.0
## 4        9.8
## 5        9.6
## 6        9.8
## 7        9.9
## 8       10.5
## 9        8.7
## 10      10.4
train %>% filter(Country == "Somalia")
##    Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Somalia 2015 Developing            55.0             312            50
## 2  Somalia 2002 Developing            58.0             348            47
## 3  Somalia 2009 Developing            52.2             335            52
## 4  Somalia 2003 Developing            51.1             344            48
## 5  Somalia 2000 Developing            55.0             355            45
## 6  Somalia 2011 Developing            53.1             329            51
## 7  Somalia 2010 Developing            52.4             336            52
## 8  Somalia 2007 Developing            51.5              34            52
## 9  Somalia 2012 Developing            53.1             336            51
## 10 Somalia 2005 Developing            51.6             334            50
## 11 Somalia 2006 Developing            51.5             337            51
## 12 Somalia 2013 Developing            54.2             318            51
## 13 Somalia 2001 Developing            57.0             352            46
## 14 Somalia 2004 Developing            51.2             341            49
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1       NA                      0          42    7497 24.3                80
## 2     0.01                      0          NA    9559 18.6                77
## 3     0.01                      0          NA      13 21.5                84
## 4     0.01                      0          NA    8257 19.0                78
## 5     0.01                      0          NA    3965 17.8                74
## 6     0.01                      0          NA   17298 22.4                82
## 7     0.01                      0          NA     115 22.0                83
## 8     0.01                      0          NA    1149  2.7                84
## 9     0.01                      0          NA    9983 22.9                82
## 10    0.01                      0          NA       0 19.8                82
## 11    0.01                      0          NA       7  2.2                83
## 12    0.01                      0          42    3173 23.3                81
## 13    0.01                      0          NA    3571 18.2                75
## 14    0.01                      0          NA   12008 19.4                80
##    Polio Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1     47                NA         42      0.7 426.98537         NA
## 2      4                NA          4      0.9        NA         NA
## 3     41                NA         42      0.8        NA         NA
## 4      4                NA          4      0.9        NA         NA
## 5     37                NA         33      0.8        NA         NA
## 6     49                NA         41      0.8        NA         NA
## 7     49                NA         45      0.8        NA         NA
## 8      4                NA          4      0.9        NA         NA
## 9     47                NA         42      0.8        NA         NA
## 10    35                NA         35      0.9        NA         NA
## 11    26                NA         26      0.9        NA         NA
## 12    47                NA         42      0.8  47.54324         NA
## 13    33                NA         33      0.8        NA         NA
## 14     3                NA          3      0.9        NA         NA
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   6.6                6.4                              NA
## 2                   7.8                7.6                              NA
## 3                   7.1                6.9                              NA
## 4                   7.7                7.5                              NA
## 5                   8.0                7.9                              NA
## 6                   6.9                6.7                              NA
## 7                   7.0                6.8                              NA
## 8                   7.3                7.1                              NA
## 9                   6.8                6.7                              NA
## 10                  7.5                7.3                              NA
## 11                  7.4                7.2                              NA
## 12                  6.8                6.6                              NA
## 13                  7.9                7.7                              NA
## 14                  7.6                7.4                              NA
##    Schooling
## 1         NA
## 2         NA
## 3         NA
## 4         NA
## 5         NA
## 6         NA
## 7         NA
## 8         NA
## 9         NA
## 10        NA
## 11        NA
## 12        NA
## 13        NA
## 14        NA
train %>% filter(Country == "Uruguay")
##    Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Uruguay 2004 Developing            75.4             122             1
## 2  Uruguay 2011 Developing            77.0             111             0
## 3  Uruguay 2000 Developing            75.1             131             1
## 4  Uruguay 2007 Developing            75.4             124             1
## 5  Uruguay 2015 Developing            77.0             116             0
## 6  Uruguay 2003 Developing            75.4             121             1
## 7  Uruguay 2010 Developing            76.3             118             0
## 8  Uruguay 2013 Developing            76.8             117             0
## 9  Uruguay 2001 Developing            75.2             123             1
## 10 Uruguay 2012 Developing            76.5             118             0
## 11 Uruguay 2002 Developing            75.4             124             1
## 12 Uruguay 2009 Developing            76.6             118             0
## 13 Uruguay 2008 Developing            76.4             119             1
## 14 Uruguay 2005 Developing            75.7             123             1
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     5.66              882.35636          94       0 57.7                 1
## 2     5.97              417.91174          95       0 61.8                 1
## 3     6.65              645.95838          92       0 55.0                 1
## 4     6.67               14.47306          94       0 59.5                 1
## 5       NA                0.00000          95       0 64.0                 0
## 6     5.11              160.84001          91       0 57.0                 1
## 7     6.21             2331.53280          95       0 61.2                 1
## 8     5.82              482.80394          94       0 62.9                 0
## 9     6.48              421.48043          94       0 55.7                 1
## 10    5.77              339.71905          95       0 62.3                 0
## 11    5.86               27.46881          95       0 56.3                 1
## 12    6.67             1871.73656          95       0  6.7                 1
## 13    6.76               24.73142          94       0  6.1                 1
## 14    6.35              152.54484          96       0 58.3                 1
##    Polio Total.expenditure Diphtheria HIV.AIDS         GDP Population
## 1     95             11.59         94      0.1  4117.38853     332496
## 2     95              8.55         95      0.1 14166.49980    3385624
## 3     92              7.82          9      0.1  6871.89768    3321245
## 4     94              8.23         94      0.1    79.69746    3339741
## 5     95                NA         95      0.1 15524.84247    3431552
## 6     91              6.52         91      0.1  3622.52284    3325637
## 7     95              8.63         95      0.1 11938.21200    3374415
## 8     94              8.68         94      0.1 16881.25680       3485
## 9     94              7.46         94      0.1  6281.37747     332713
## 10    95              8.74         95      0.1  1592.68190    3396777
## 11    93              7.18         95      0.1   488.76885    3327773
## 12    95              8.78         95      0.1  9415.17386    3362755
## 13    94              8.17         94      0.1   962.31216     335824
## 14    96             11.15         96      0.1   522.95112    3325612
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   1.7                1.6                           0.750
## 2                   1.5                1.5                           0.780
## 3                   1.8                1.7                           0.738
## 4                   1.6                1.5                           0.760
## 5                   1.5                1.4                           0.794
## 6                   1.7                1.6                           0.747
## 7                   1.5                1.5                           0.777
## 8                   1.5                1.4                           0.788
## 9                   1.8                1.7                           0.742
## 10                  1.5                1.5                           0.784
## 11                  1.7                1.7                           0.746
## 12                  1.5                1.5                           0.774
## 13                  1.6                1.5                           0.770
## 14                  1.6                1.6                           0.753
##    Schooling
## 1       15.5
## 2       15.5
## 3       14.0
## 4       15.3
## 5       15.5
## 6       15.0
## 7       15.6
## 8       15.5
## 9       14.2
## 10      15.5
## 11      14.7
## 12      15.5
## 13      15.7
## 14      15.5

Again, Diphtheria appears to have the same reporting errors.

Now, check for Income.composition.of.resources errors:

train %>% filter(Income.composition.of.resources < .1)
##                                      Country Year     Status Life.expectancy
## 1                                     Bhutan 2010 Developing            67.9
## 2                               Burkina Faso 2003 Developing            51.6
## 3                               Turkmenistan 2008 Developing            64.5
## 4                               Turkmenistan 2005 Developing            63.3
## 5                                    Lebanon 2005 Developing            73.9
## 6  The former Yugoslav republic of Macedonia 2005 Developing            73.6
## 7                                    Vanuatu 2002 Developing            69.3
## 8                                     Bhutan 2007 Developing            66.5
## 9                                    Comoros 2003 Developing            59.6
## 10                                   Grenada 2001 Developing            77.0
## 11                                   Eritrea 2000 Developing            45.3
## 12                       Antigua and Barbuda 2004 Developing            74.4
## 13                               South Sudan 2003 Developing            58.0
## 14                                   Vanuatu 2003 Developing            69.4
## 15                                   Lebanon 2003 Developing            73.5
## 16                               South Sudan 2004 Developing            51.4
## 17                                Montenegro 2001 Developing            73.3
## 18                                  Suriname 2000 Developing            67.4
## 19                              Turkmenistan 2009 Developing            65.6
## 20                                    Bhutan 2001 Developing            61.7
## 21                       Antigua and Barbuda 2001 Developing            73.8
## 22                                   Comoros 2002 Developing            59.5
## 23                    Bosnia and Herzegovina 2005 Developing            75.0
## 24                    Bosnia and Herzegovina 2001 Developing            74.9
## 25                                   Vanuatu 2004 Developing            69.6
## 26                                  Kiribati 2000 Developing            64.1
## 27                                  Suriname 2001 Developing            67.7
## 28                       Antigua and Barbuda 2003 Developing            74.2
## 29                                    Bhutan 2000 Developing            62.0
## 30                                   Grenada 2009 Developing            72.4
## 31                               South Sudan 2007 Developing            53.1
## 32                                   Nigeria 2003 Developing            48.1
## 33                               South Sudan 2008 Developing            53.6
## 34                              Turkmenistan 2010 Developing            65.8
## 35                                      Oman 2000 Developing            72.6
## 36                              Turkmenistan 2002 Developing            63.3
## 37                                   Vanuatu 2000 Developing            69.0
## 38                                      Chad 2000 Developing            47.6
## 39                                   Lebanon 2001 Developing            73.0
## 40                                   Grenada 2002 Developing            79.0
## 41                                   Eritrea 2004 Developing            59.1
## 42                                Uzbekistan 2000 Developing            67.1
## 43                                   Eritrea 2001 Developing            58.1
## 44                               South Sudan 2001 Developing            49.6
## 45                               South Sudan 2000 Developing            48.9
## 46                                   Nigeria 2000 Developing            47.1
## 47                    Bosnia and Herzegovina 2004 Developing            75.5
## 48                       Antigua and Barbuda 2000 Developing            73.6
## 49                                   Grenada 2006 Developing            71.7
## 50                                   Comoros 2000 Developing            59.5
## 51                                  Kiribati 2004 Developing            64.8
## 52                                   Grenada 2004 Developing            73.0
## 53                       Antigua and Barbuda 2005 Developing            74.6
## 54                                    Bhutan 2008 Developing            67.0
## 55                                    Bhutan 2005 Developing            65.0
## 56                             Guinea-Bissau 2001 Developing            52.5
## 57                              Burkina Faso 2001 Developing            56.0
## 58                               South Sudan 2006 Developing            52.5
## 59 The former Yugoslav republic of Macedonia 2001 Developing            73.1
## 60                                   Comoros 2001 Developing            59.5
## 61                                  Suriname 2002 Developing            67.9
## 62                                   Lebanon 2002 Developing            73.2
## 63                                   Lebanon 2000 Developing            72.7
## 64                              Burkina Faso 2004 Developing            52.4
## 65                                Cabo Verde 2000 Developing            69.9
## 66                                   Grenada 2008 Developing            72.1
## 67                         Equatorial Guinea 2000 Developing            52.7
## 68                                   Vanuatu 2005 Developing            69.9
## 69                              Turkmenistan 2003 Developing            63.4
## 70                                   Grenada 2000 Developing            74.0
## 71 The former Yugoslav republic of Macedonia 2002 Developing            72.8
## 72                              Turkmenistan 2004 Developing            63.5
## 73                                   Grenada 2003 Developing            71.1
## 74                                  Ethiopia 2000 Developing            51.2
## 75                                    Bhutan 2004 Developing            64.2
## 76                              Turkmenistan 2007 Developing            64.1
## 77                              Turkmenistan 2001 Developing            64.0
## 78 The former Yugoslav republic of Macedonia 2004 Developing            73.5
## 79                                    Bhutan 2009 Developing            67.4
## 80                                   Bahamas 2000 Developing            72.6
## 81                                   Grenada 2005 Developing            71.5
## 82                                   Eritrea 2003 Developing            58.8
## 83                                Montenegro 2002 Developing            73.4
## 84                                Montenegro 2003 Developing            73.5
## 85                                   Eritrea 2005 Developing            59.4
## 86                    Bosnia and Herzegovina 2000 Developing            74.6
## 87                                  Kiribati 2005 Developing            64.9
## 88                             Guinea-Bissau 2000 Developing            52.1
## 89                                   Lebanon 2004 Developing            73.7
## 90                                  Kiribati 2001 Developing            64.3
## 91                             Guinea-Bissau 2004 Developing            53.5
## 92          Micronesia (Federated States of) 2000 Developing            67.0
## 93                                   Eritrea 2002 Developing            58.5
##    Adult.Mortality infant.deaths Alcohol percentage.expenditure Hepatitis.B
## 1              228             1    0.28            244.0391949          91
## 2              332            49    4.58             41.6095128          NA
## 3              235             6    2.40             34.2397942          96
## 4              248             6    2.85              2.1988858          99
## 5               11             1    1.94            630.0540723          77
## 6               12             0    1.75              0.0000000          53
## 7              176             0    1.24            171.1373611          66
## 8              238             1    0.16            283.8062360          95
## 9              271             2    0.26             45.0901084          28
## 10             178             0    9.61             81.1135595          96
## 11             593             7    0.83              0.7359404          NA
## 12             149             0    7.28             22.8629521          97
## 13             383            29      NA              0.0000000          NA
## 14             173             0    1.20             27.2983907          64
## 15              15             1    2.19            527.9176618          74
## 16             383            29      NA              0.0000000          NA
## 17             136             0    0.01             33.6698136          NA
## 18             224             0    4.29            268.1837972          NA
## 19             215             6    2.35             37.8846606          97
## 20              29             1    0.14              8.5740298          89
## 21             154             0    7.51            163.7676978          96
## 22             271             2    0.08             29.4189749          NA
## 23              12             0    4.56             45.7135426          93
## 24             113             0    3.85            143.2947487          NA
## 25             169             0    0.85            334.1673373          63
## 26             222             0    0.46             11.0754333           9
## 27             219             0    4.23            191.2135044          NA
## 28             151             0    7.16           1158.0652590          99
## 29             312             1    0.17             93.3587284          98
## 30             158             0    8.42            146.4384488          99
## 31             381            27      NA              0.0000000          NA
## 32              41           567    9.75             30.1955085          NA
## 33             377            27      NA              0.0000000          NA
## 34             211             7    2.48            385.3251640          96
## 35             138             1    0.38             62.8665751          99
## 36             229             7    2.33            130.3784829          96
## 37              18             0    1.21             21.9007523           7
## 38              44            41    0.25             21.5270162          NA
## 39              11             1    2.19            510.6035166           8
## 40             176             0   10.71            513.3465408          98
## 41             342             7    0.64             10.2609734          84
## 42             189            30    1.60             48.5094174          NA
## 43             345             7    0.61              5.5936195          NA
## 44             381            30      NA              0.0000000          NA
## 45              38            31      NA              0.0000000          NA
## 46              45           576    9.23             22.4817761          NA
## 47              99             0    4.25              3.4799189          36
## 48             156             0    7.27           1127.7434700          NA
## 49             167             0    9.06            662.2663687          91
## 50             272             1    0.09             35.0294862          NA
## 51             214             0    0.48             10.6242741          67
## 52             187             0    8.43            100.9658730          83
## 53             147             0    8.15           1455.6081860          99
## 54             234             1    0.21            302.6675790          96
## 55             254             1    0.73            145.5965445          95
## 56              32             5    2.55              0.8687085          NA
## 57             344            48    4.56             23.1016899          NA
## 58             383            28      NA              0.0000000          NA
## 59             126             0    3.27              0.0000000          NA
## 60             272             1    0.08             19.7174104          NA
## 61             221             0    4.41            250.7112373          NA
## 62              17             1    1.98             70.1320784          77
## 63             112             1    2.26            404.3879434          83
## 64             323            49    4.54             56.9610809          NA
## 65             155             0    3.49            122.5744699          NA
## 66             162             0    8.92            754.9597129          99
## 67             336             3    4.46             14.9545132          NA
## 68             165             0    0.88            337.2942846          61
## 69             231             7    2.88            179.6156482          97
## 70             182             0    9.40            676.5453878          NA
## 71             128             0    2.53              0.0000000          NA
## 72             238             6    2.86            186.1013972          96
## 73             173             0    9.75             77.9454329          97
## 74             391           253    0.88             11.5948177          NA
## 75             263             1    0.96              2.5866982          89
## 76             241             6    2.58              0.3586514          98
## 77             221             7    2.35            106.1807060          NA
## 78              12             0    2.07              0.0000000          NA
## 79             232             1    0.17             27.4890705          93
## 80             192             0   12.15              0.0000000          NA
## 81             169             0    8.80            119.5548694          99
## 82             343             7    0.56              6.9139980          91
## 83             136             0    0.01             36.4802403          NA
## 84             134             0    0.01            495.0782963          NA
## 85              34             7    1.07              5.0646890          96
## 86             116             0    3.64            165.6168642          NA
## 87             213             0    0.60            111.7392134           5
## 88               3             5    2.84              6.6994187          NA
## 89              13             1    2.10            618.3614858          75
## 90             219             0    0.60             59.9718585          85
## 91              38             5    2.58             13.5299956          NA
## 92             185             0    2.23              0.0000000          87
## 93             343             7    0.83              0.7031322          86
##    Measles  BMI under.five.deaths Polio Total.expenditure Diphtheria HIV.AIDS
## 1       21  2.3                 1    92              5.17         91      0.5
## 2     2946 13.3                92    83              5.61         79      2.9
## 3        0 42.7                 8    96              1.93         96      0.1
## 4        0  4.7                 8    99              3.51         99      0.1
## 5      618  6.8                 1    74              8.42         77      0.1
## 6        5 54.9                 0    98              7.95         97      0.1
## 7      101 42.6                 0    67              3.52          7      0.1
## 8       11 18.0                 1    93              5.88         95      0.3
## 9        0 18.4                 2     8              3.65          8      0.1
## 10       0 38.2                 0    96              7.67         96      0.1
## 11     789 12.6                10    82              4.43         81      1.9
## 12       0  4.8                 0    97              4.21         97      0.1
## 13       0   NA                46    NA                NA         NA      3.5
## 14     165 43.3                 0    67              4.20         69      0.1
## 15     526 59.7                 1    74              9.30         74      0.1
## 16       0   NA                45    NA                NA         NA      3.8
## 17       0 52.7                 0    NA              8.23         NA      0.1
## 18       0 47.6                 0     7              9.65         71      0.4
## 19       0 43.4                 8    97              1.88         96      0.1
## 20     756 14.4                 1    88              5.91         88      0.1
## 21       0 38.9                 0    99              4.48         97      0.1
## 22       0 18.0                 2    98              3.39         89      0.1
## 23      23  5.5                 0    95              8.50         93      0.1
## 24       0 48.2                 0    92              7.16         91      0.1
## 25       0 44.1                 0    67              4.12         69      0.1
## 26       0 67.9                 0     9              8.12          9      0.1
## 27       0 48.3                 0    65              8.38         68      1.8
## 28       0  4.1                 0    99              4.53         99      0.1
## 29     418 13.9                 1    98              6.91         92      0.1
## 30       0 43.1                 0    99              6.24         99      0.1
## 31       0   NA                43    NA                NA         NA      4.2
## 32  141258 18.3               918    42              4.50         29      5.4
## 33       0   NA                42    NA                NA         NA      4.2
## 34       0 44.2                 8    96              1.99         96      0.1
## 35      15 45.9                 1    99              3.70         99      0.1
## 36      11 38.7                 8    99              3.34         98      0.1
## 37       9 41.1                 0    67              3.28         71      0.1
## 38    3546 13.9                74     3              6.28         36      4.6
## 39       8 58.6                 1     8              1.90          8      0.1
## 40       0 38.8                 0    98              6.67         98      0.1
## 41      24 13.6                10    98              3.14         98      1.8
## 42      80 34.8                36    99              5.29         99      0.1
## 43     204 12.8                10    89              3.95         86      2.0
## 44       0   NA                49    NA                NA         NA      3.0
## 45       0   NA                50    NA                NA         NA      2.7
## 46  212183 16.9               943    31              2.84         29      4.9
## 47      28 49.9                 0    87              9.40         84      0.1
## 48       0 38.2                 0    96              4.13         95      0.1
## 49       0 41.1                 0    91              5.99         91      0.1
## 50       0 17.3                 2     7              3.56          7      0.1
## 51       0 71.4                 0    61              1.39         62      0.1
## 52       0 39.9                 0    84              5.24         83      0.1
## 53       0 41.4                 0    98              4.41         99      0.1
## 54       7 18.8                 1    96              6.58         96      0.4
## 55      11 16.7                 1    95              5.28         95      0.3
## 56     126 17.9                 9    56              5.40         53      3.6
## 57    4174 12.5                93    62              4.85         62      3.6
## 58       0   NA                43    NA                NA         NA      4.1
## 59      27 53.2                 0    91              8.18         91      0.1
## 60       0 17.6                 2     7              2.86          7      0.1
## 61       0 49.0                 0    74              7.14         73      1.6
## 62      36 59.1                 1    77              1.50         77      0.1
## 63       5 57.9                 1    83              1.86         83      0.1
## 64      77 13.7                91    83              6.45         79      2.5
## 65       2 21.5                 0     9              4.81          9      0.8
## 66       0 42.4                 0    99              5.76         99      0.1
## 67       0 18.3                 4    41              2.73         34      1.9
## 68       3 44.9                 0    67              3.87         68      0.1
## 69       1 39.4                 8    66              3.85         83      0.1
## 70       0 37.7                 0    97              6.62         97      0.1
## 71      19 53.6                 0    97              9.10         96      0.1
## 72       1  4.0                 8    98              4.30         97      0.1
## 73       0 39.4                 0    98              5.89         97      0.1
## 74    1660 12.3               404    55              4.36          3      5.0
## 75       3 16.1                 1     9              4.41         89      0.3
## 76      59 42.0                 8    98              2.16         98      0.1
## 77       9 38.1                 9    94              3.87         95      0.1
## 78       9 54.5                 0    95              8.64         94      0.1
## 79       6 19.5                 1    93              6.30         93      0.4
## 80       0 54.4                 0    91              5.21         99      0.1
## 81       0  4.5                 0    99              5.50         99      0.1
## 82     376 13.3                10    95              3.50         93      1.9
## 83       0 53.5                 0    NA              8.33         NA      0.1
## 84       0 54.2                 0    NA              8.91         NA      0.1
## 85      19 13.9                 9    96              2.97         96      1.6
## 86      43 47.6                 0    87              7.90         85      0.1
## 87       0 72.1                 0    74              1.60         79      0.1
## 88       0 17.4                 9    52              4.94         49      3.1
## 89     213  6.2                 1    74              8.91         75      0.1
## 90       0 68.8                 0    88              9.00         85      0.1
## 91    3526 19.6                 8    69              5.41         64      5.0
## 92       0 61.5                 0    85              7.88         85      0.1
## 93     460 13.1                10    92              4.20          9      1.9
##            GDP Population thinness..1.19.years thinness.5.9.years
## 1   2178.92138     727641                 16.6               17.3
## 2    332.34435   12654621                  1.7                1.3
## 3    394.46767    4935762                  3.2                3.3
## 4    174.51475    4754641                  3.4                3.4
## 5   5339.44129    3986852                  4.7                4.6
## 6           NA         NA                  2.5                2.6
## 7   1353.93482     193956                  1.7                1.6
## 8   1741.14255     686958                 17.3               18.1
## 9    544.56653     583211                  7.6                7.6
## 10   519.95871         NA                  4.2                4.2
## 11    28.19695     339281                  1.2                1.1
## 12  1352.83740         NA                  3.5                3.4
## 13          NA     751642                   NA                 NA
## 14   158.52724     198964                  1.6                1.6
## 15  5425.66970     371464                  4.8                4.7
## 16          NA    7787655                   NA                 NA
## 17   199.58396      67389                  2.5                2.6
## 18  1888.61829      47239                  3.6                3.6
## 19   436.45922       5795                  3.2                3.3
## 20    87.93877       5896                 18.9               19.6
## 21  9358.15416         NA                  3.6                3.5
## 22   433.26915     569479                  7.7                7.7
## 23  2968.41186     378153                  2.9                2.9
## 24  1524.41222    3771284                  3.2                3.2
## 25  1787.94723      24143                  1.6                1.5
## 26   796.79376       8446                  0.2                0.2
## 27  1598.77512      47774                  3.6                3.5
## 28  9739.82556         NA                  3.5                3.5
## 29   765.86324     573416                 19.2               19.9
## 30  7395.88125         NA                  3.8                3.8
## 31          NA      88568                   NA                 NA
## 32   512.65719  131972533                 13.5               13.6
## 33  1678.71186    9263136                   NA                 NA
## 34  4439.23000      58721                  3.2                3.3
## 35   861.18596         NA                  7.2                6.9
## 36   967.91747       4612                  3.5                3.5
## 37  1469.84915      18563                  1.7                1.7
## 38   166.23179    8342559                 11.5               11.4
## 39  5253.12260    3359859                  4.9                4.7
## 40  5292.23238         NA                  4.1                4.1
## 41   287.42222    3858623                  9.6                9.6
## 42   558.22114      24654                  3.4                3.4
## 43   215.13921    3497124                  1.0                1.0
## 44          NA    6974442                   NA                 NA
## 45          NA      67656                   NA                 NA
## 46   379.11933    1223529                 14.3               14.4
## 47   265.64266    3781287                  3.0                3.0
## 48  9875.16174         NA                  3.7                3.6
## 49  6764.72287         NA                  3.9                3.9
## 50   375.85286     542357                  7.9                7.9
## 51   113.62860       9542                  0.2                0.2
## 52  5836.17763         NA                  4.0                4.0
## 53 11371.93895         NA                  3.5                3.4
## 54  1795.18137        795                 17.1               17.8
## 55  1247.61392     656639                 17.8               18.6
## 56    39.48675    1267512                  1.0                1.0
## 57   235.49123   11944587                 11.2                1.8
## 58          NA    8468152                   NA                 NA
## 59          NA         NA                  2.8                2.8
## 60   395.93194     555888                  7.8                7.8
## 61  2232.51324      48344                  3.5                3.5
## 62  5436.59522    3522837                  4.8                4.7
## 63  5334.93329    3235366                  4.9                4.8
## 64   371.32387     133569                  1.5                1.1
## 65  1239.37785      43579                  9.6                9.5
## 66  7946.94435         NA                  3.8                3.9
## 67   172.68491     614323                  1.7                1.6
## 68  1886.43336       2937                  1.6                1.5
## 69  1283.88598    4655741                  3.5                3.4
## 70  5117.58992         NA                  4.3                4.2
## 71          NA         NA                  2.7                2.7
## 72  1453.91717     473398                  3.4                3.4
## 73  5773.73577         NA                  4.0                4.1
## 74   123.87626   66537331                 11.9               11.8
## 75   197.45788      64282                 18.0               18.8
## 76    26.37143     487137                  3.3                3.3
## 77   774.47634      45648                  3.6                3.5
## 78          NA         NA                  2.6                2.6
## 79   177.23450     714458                 16.8               17.5
## 80          NA         NA                  2.7                2.6
## 81  6754.51239         NA                  3.9                4.0
## 82   232.79455    3738265                  9.7                9.7
## 83   216.24327      69828                  2.5                2.5
## 84  2789.17350     612267                  2.4                2.4
## 85   276.75896      39697                  9.4                9.5
## 86  1461.75520     376676                  3.3                3.2
## 87  1214.55667      92325                  0.2                0.2
## 88   297.75194    1243229                  1.2                1.2
## 89  5424.22356    3863267                  4.7                4.6
## 90   734.94925      85858                  0.2                0.2
## 91   393.31382     135345                  9.4                9.3
## 92          NA         NA                  0.3                0.3
## 93    21.76880    3614639                  9.9                9.9
##    Income.composition.of.resources Schooling
## 1                                0      11.4
## 2                                0       3.8
## 3                                0      10.5
## 4                                0      10.3
## 5                                0      13.7
## 6                                0      11.9
## 7                                0      10.2
## 8                                0      10.1
## 9                                0       9.2
## 10                               0      14.3
## 11                               0       3.9
## 12                               0       0.0
## 13                               0       0.0
## 14                               0      10.4
## 15                               0      14.8
## 16                               0       0.0
## 17                               0       0.0
## 18                               0      11.1
## 19                               0      10.5
## 20                               0       7.6
## 21                               0       0.0
## 22                               0       8.8
## 23                               0      12.5
## 24                               0      11.6
## 25                               0      10.7
## 26                               0      10.0
## 27                               0      11.0
## 28                               0       0.0
## 29                               0       7.3
## 30                               0      15.6
## 31                               0       0.0
## 32                               0       8.1
## 33                               0       0.0
## 34                               0      10.6
## 35                               0      10.4
## 36                               0      10.2
## 37                               0       9.6
## 38                               0       4.7
## 39                               0      15.0
## 40                               0      14.4
## 41                               0       5.0
## 42                               0      10.6
## 43                               0       4.3
## 44                               0       0.0
## 45                               0       0.0
## 46                               0       7.6
## 47                               0      12.3
## 48                               0       0.0
## 49                               0      15.1
## 50                               0       8.2
## 51                               0      12.4
## 52                               0      14.8
## 53                               0       0.0
## 54                               0      10.5
## 55                               0       9.2
## 56                               0       6.7
## 57                               0       3.5
## 58                               0       0.0
## 59                               0      11.8
## 60                               0       8.5
## 61                               0      11.0
## 62                               0      15.2
## 63                               0      14.9
## 64                               0       3.9
## 65                               0      11.3
## 66                               0      15.4
## 67                               0       0.0
## 68                               0      10.6
## 69                               0      10.3
## 70                               0      14.1
## 71                               0      11.9
## 72                               0      10.3
## 73                               0      14.6
## 74                               0       3.9
## 75                               0       8.8
## 76                               0      10.4
## 77                               0      10.2
## 78                               0      11.9
## 79                               0      10.9
## 80                               0      12.0
## 81                               0      14.9
## 82                               0       4.7
## 83                               0       0.0
## 84                               0       0.0
## 85                               0       5.4
## 86                               0       0.0
## 87                               0      12.2
## 88                               0       6.4
## 89                               0      14.2
## 90                               0      10.4
## 91                               0       7.7
## 92                               0       0.0
## 93                               0       4.4
train %>% filter(Country == "Bahamas")
##    Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Bahamas 2010 Developing            75.0             161             0
## 2  Bahamas 2011 Developing            75.0             162             0
## 3  Bahamas 2006 Developing            74.2             171             0
## 4  Bahamas 2015 Developing            76.1             147             0
## 5  Bahamas 2013 Developing            74.8             172             0
## 6  Bahamas 2001 Developing            72.9             189             0
## 7  Bahamas 2012 Developing            74.9             167             0
## 8  Bahamas 2009 Developing            74.6             168             0
## 9  Bahamas 2000 Developing            72.6             192             0
## 10 Bahamas 2007 Developing            74.4             167             0
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     9.19                      0          98       0 61.3                 0
## 2     9.34                      0          95       0 62.0                 0
## 3    11.07                      0          96       0 58.7                 0
## 4       NA                      0          95       0 64.5                 0
## 5     9.42                      0          97       0 63.2                 0
## 6    11.64                      0          21       0 55.2                 0
## 7     9.50                      0          96       0 62.6                 0
## 8     9.29                      0          95       0  6.7                 0
## 9    12.15                      0          NA       0 54.4                 0
## 10   10.75                      0          93       0 59.4                 0
##    Polio Total.expenditure Diphtheria HIV.AIDS GDP Population
## 1     97              7.44         99      0.2  NA         NA
## 2     97              7.63         98      0.1  NA         NA
## 3     94              6.93         95      0.1  NA         NA
## 4     95                NA         95      0.1  NA         NA
## 5     97              7.50         97      0.1  NA         NA
## 6     98              5.15         99      0.2  NA         NA
## 7     99              7.43         98      0.2  NA         NA
## 8     97              7.43         96      0.1  NA         NA
## 9     91              5.21         99      0.1  NA         NA
## 10    95              7.80         95      0.1  NA         NA
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   2.5                2.5                           0.788
## 2                   2.5                2.5                           0.788
## 3                   2.5                2.5                           0.788
## 4                   2.5                2.5                           0.790
## 5                   2.5                2.5                           0.790
## 6                   2.7                2.6                           0.779
## 7                   2.5                2.5                           0.789
## 8                   2.5                2.5                           0.791
## 9                   2.7                2.6                           0.000
## 10                  2.5                2.5                           0.790
##    Schooling
## 1       12.6
## 2       12.6
## 3       12.4
## 4       12.6
## 5       12.6
## 6       12.1
## 7       12.6
## 8       12.6
## 9       12.0
## 10      12.5
train %>% filter(Country == "Comoros")
##    Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Comoros 2003 Developing            59.6             271             2
## 2  Comoros 2009 Developing            61.3             251             2
## 3  Comoros 2002 Developing            59.5             271             2
## 4  Comoros 2006 Developing            63.0             262             2
## 5  Comoros 2007 Developing            66.0             259             2
## 6  Comoros 2000 Developing            59.5             272             1
## 7  Comoros 2014 Developing            63.2              23             1
## 8  Comoros 2001 Developing            59.5             272             1
## 9  Comoros 2015 Developing            63.5             227             1
## 10 Comoros 2010 Developing            61.8             246             2
## 11 Comoros 2011 Developing            62.2             241             2
## 12 Comoros 2012 Developing            62.5             237             2
## 13 Comoros 2005 Developing            60.0             266             2
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     0.26              45.090108          28       0 18.4                 2
## 2     0.17              56.989525          83       1 21.1                 2
## 3     0.08              29.418975          NA       0 18.0                 2
## 4     0.25              77.028396          69      85 19.6                 2
## 5     0.16               9.087638          75       0  2.1                 2
## 6     0.09              35.029486          NA       0 17.3                 2
## 7     0.01              73.865849          88       0 23.7                 2
## 8     0.08              19.717410          NA       0 17.6                 2
## 9       NA               0.000000          91       0 24.2                 2
## 10    0.15              47.304219          74       0 21.6                 2
## 11    0.12              59.659650          83       3 22.1                 2
## 12    0.01              78.390086          89       1 22.6                 2
## 13    0.24              69.967544          68     912 19.2                 2
##    Polio Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1      8              3.65          8      0.1 544.56653     583211
## 2     84              3.82         83      0.1 778.54542     673252
## 3     98              3.39         89      0.1 433.26915     569479
## 4     69              4.57         69      0.1 648.38717     626425
## 5     75              4.93         75      0.1  72.75931      64162
## 6      7              3.56          7      0.1 375.85286     542357
## 7     87              6.75         87      0.8 852.95438     759385
## 8      7              2.86          7      0.1 395.93194     555888
## 9     92                NA         91      0.8 727.64639     777424
## 10    82              5.82         74      0.1 769.17429     689692
## 11    85              6.10         83      0.2 829.75869      76569
## 12    85              7.11         86      0.8 788.63265     723868
## 13    67              4.32         68      0.1 621.93372     611627
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   7.6                7.6                           0.000
## 2                   7.2                7.0                           0.465
## 3                   7.7                7.7                           0.000
## 4                   7.4                7.3                           0.451
## 5                   7.3                7.2                           0.459
## 6                   7.9                7.9                           0.000
## 7                   6.8                6.6                           0.497
## 8                   7.8                7.8                           0.000
## 9                   6.7                6.5                           0.498
## 10                  7.1                6.9                           0.476
## 11                  7.0                6.8                           0.479
## 12                  6.9                6.7                           0.484
## 13                  7.5                7.4                           0.434
##    Schooling
## 1        9.2
## 2       10.3
## 3        8.8
## 4        9.9
## 5       10.0
## 6        8.2
## 7       11.1
## 8        8.5
## 9       11.1
## 10      10.5
## 11      10.6
## 12      10.8
## 13       9.7
train %>% filter(Country == "Kiribati")
##     Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Kiribati 2015 Developing            66.3             198             0
## 2  Kiribati 2008 Developing            65.1              21             0
## 3  Kiribati 2012 Developing            65.7              24             0
## 4  Kiribati 2013 Developing            65.8              22             0
## 5  Kiribati 2000 Developing            64.1             222             0
## 6  Kiribati 2007 Developing            65.0             211             0
## 7  Kiribati 2014 Developing            66.1               2             0
## 8  Kiribati 2011 Developing            65.5              26             0
## 9  Kiribati 2004 Developing            64.8             214             0
## 10 Kiribati 2010 Developing            65.3              27             0
## 11 Kiribati 2006 Developing            65.0             212             0
## 12 Kiribati 2005 Developing            64.9             213             0
## 13 Kiribati 2001 Developing            64.3             219             0
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1       NA                0.00000          82       0 77.6                 0
## 2     0.46              167.62016          83       0 74.1                 0
## 3     0.01              147.45498          94       0 76.2                 0
## 4     0.01              137.25919          95       0 76.7                 0
## 5     0.46               11.07543           9       0 67.9                 0
## 6     0.68              188.71088          96       0 73.4                 0
## 7     0.01               97.87193          75       0 77.1                 0
## 8     0.53               30.46704          95       0 75.7                 0
## 9     0.48               10.62427          67       0 71.4                 0
## 10    0.48               18.21661          91       0 75.2                 0
## 11    0.76               18.19458          88       0 72.8                 0
## 12    0.60              111.73921           5       0 72.1                 0
## 13    0.60               59.97186          85       0 68.8                 0
##    Polio Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1      8                NA         78      0.1 1424.4836      11247
## 2     74             12.23         82      0.1 1413.3234       9844
## 3     92              1.37         94      0.1 1763.8155      16613
## 4     91              1.15         95      0.1 1724.3617      18535
## 5      9              8.12          9      0.1  796.7938       8446
## 6     93             13.66         94      0.1 1357.6322      96311
## 7     79              1.21         75      0.1 1684.5427      11458
## 8     95              1.42         99      0.1 1692.6133      14656
## 9     61              1.39         62      0.1  113.6286       9542
## 10    95              1.52         91      0.1 1493.1651      12652
## 11    86              1.93         86      0.1 1151.5556       9426
## 12    74              1.60         79      0.1 1214.5567      92325
## 13    88              9.00         85      0.1  734.9492      85858
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   0.1                0.1                           0.586
## 2                   0.2                0.1                           0.572
## 3                   0.1                0.1                           0.581
## 4                   0.1                0.1                           0.589
## 5                   0.2                0.2                           0.000
## 6                   0.2                0.1                           0.574
## 7                   0.1                0.1                           0.597
## 8                   0.1                0.1                           0.585
## 9                   0.2                0.2                           0.000
## 10                  0.1                0.1                           0.584
## 11                  0.2                0.1                           0.576
## 12                  0.2                0.2                           0.000
## 13                  0.2                0.2                           0.000
##    Schooling
## 1       11.9
## 2       11.6
## 3       11.9
## 4       11.9
## 5       10.0
## 6       11.8
## 7       11.9
## 8       11.9
## 9       12.4
## 10      11.9
## 11      12.1
## 12      12.2
## 13      10.4
train %>% filter(Country == "South Sudan")
##        Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  South Sudan 2003 Developing            58.0             383            29
## 2  South Sudan 2004 Developing            51.4             383            29
## 3  South Sudan 2007 Developing            53.1             381            27
## 4  South Sudan 2008 Developing            53.6             377            27
## 5  South Sudan 2015 Developing            57.3             332            26
## 6  South Sudan 2001 Developing            49.6             381            30
## 7  South Sudan 2000 Developing            48.9              38            31
## 8  South Sudan 2006 Developing            52.5             383            28
## 9  South Sudan 2012 Developing            56.0             347            26
## 10 South Sudan 2013 Developing            56.4             345            26
##    Alcohol percentage.expenditure Hepatitis.B Measles BMI under.five.deaths
## 1       NA                0.00000          NA       0  NA                46
## 2       NA                0.00000          NA       0  NA                45
## 3       NA                0.00000          NA       0  NA                43
## 4       NA                0.00000          NA       0  NA                42
## 5       NA                0.00000          31     878  NA                39
## 6       NA                0.00000          NA       0  NA                49
## 7       NA                0.00000          NA       0  NA                50
## 8       NA                0.00000          NA       0  NA                43
## 9       NA               38.33823          NA    1952  NA                40
## 10      NA               47.44453          NA     525  NA                40
##    Polio Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1     NA                NA         NA      3.5        NA     751642
## 2     NA                NA         NA      3.8        NA    7787655
## 3     NA                NA         NA      4.2        NA      88568
## 4     NA                NA         NA      4.2 1678.7119    9263136
## 5     41                NA         31      3.4  758.7258   11882136
## 6     NA                NA         NA      3.0        NA    6974442
## 7     NA                NA         NA      2.7        NA      67656
## 8     NA                NA         NA      4.1        NA    8468152
## 9     64              2.77         59      3.8  958.4558    1818258
## 10     5              2.62         45      3.6 1186.1133    1117749
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                    NA                 NA                           0.000
## 2                    NA                 NA                           0.000
## 3                    NA                 NA                           0.000
## 4                    NA                 NA                           0.000
## 5                    NA                 NA                           0.421
## 6                    NA                 NA                           0.000
## 7                    NA                 NA                           0.000
## 8                    NA                 NA                           0.000
## 9                    NA                 NA                           0.419
## 10                   NA                 NA                           0.417
##    Schooling
## 1        0.0
## 2        0.0
## 3        0.0
## 4        0.0
## 5        4.9
## 6        0.0
## 7        0.0
## 8        0.0
## 9        4.9
## 10       4.9
train %>% filter(Country == "Vanuatu")
##    Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1  Vanuatu 2008 Developing            75.0             153             0
## 2  Vanuatu 2002 Developing            69.3             176             0
## 3  Vanuatu 2003 Developing            69.4             173             0
## 4  Vanuatu 2012 Developing            71.4             138             0
## 5  Vanuatu 2007 Developing            73.0             157             0
## 6  Vanuatu 2004 Developing            69.6             169             0
## 7  Vanuatu 2000 Developing            69.0              18             0
## 8  Vanuatu 2010 Developing            71.0             145             0
## 9  Vanuatu 2014 Developing            71.7             134             0
## 10 Vanuatu 2005 Developing            69.9             165             0
## 11 Vanuatu 2013 Developing            71.6             135             0
## 12 Vanuatu 2009 Developing            78.0             149             0
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     1.18              345.33906          61       0 47.4                 0
## 2     1.24              171.13736          66     101 42.6                 0
## 3     1.20               27.29839          64     165 43.3                 0
## 4     0.01              427.98852          64       0  5.8                 0
## 5     1.01              342.49086           6       0 46.6                 0
## 6     0.85              334.16734          63       0 44.1                 0
## 7     1.21               21.90075           7       9 41.1                 0
## 8     0.91              471.86265          62       0 49.1                 0
## 9     0.01              564.81670          64      10 52.5                 0
## 10    0.88              337.29428          61       3 44.9                 0
## 11    0.01              447.54564          64       0 51.7                 0
## 12    0.83              361.09410          62       0 48.2                 0
##    Polio Total.expenditure Diphtheria HIV.AIDS       GDP Population
## 1     66              3.66         67      0.1 2697.9614      22534
## 2     67              3.52          7      0.1 1353.9348     193956
## 3     67              4.20         69      0.1  158.5272     198964
## 4     65              3.70         64      0.1 3158.5869     247485
## 5     67              3.67         67      0.1 2393.3673     219953
## 6     67              4.12         69      0.1 1787.9472      24143
## 7     67              3.28         71      0.1 1469.8491      18563
## 8     66              4.71         65      0.1 2965.8243     236295
## 9     65              5.20         64      0.1 3148.3651      25885
## 10    67              3.87         68      0.1 1886.4334       2937
## 11    65              3.92         64      0.1 3167.3436     253142
## 12    66              3.90         66      0.1 2643.4414      23785
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   1.5                1.5                           0.582
## 2                   1.7                1.6                           0.000
## 3                   1.6                1.6                           0.000
## 4                   1.5                1.4                           0.592
## 5                   1.6                1.5                           0.579
## 6                   1.6                1.5                           0.000
## 7                   1.7                1.7                           0.000
## 8                   1.5                1.4                           0.590
## 9                   1.5                1.4                           0.596
## 10                  1.6                1.5                           0.000
## 11                  1.5                1.4                           0.591
## 12                  1.5                1.5                           0.589
##    Schooling
## 1       10.7
## 2       10.2
## 3       10.4
## 4       10.8
## 5       10.7
## 6       10.7
## 7        9.6
## 8       10.8
## 9       10.8
## 10      10.6
## 11      10.8
## 12      10.7

The errors in these entries occur due to 0 values. They were likely supposed to be null, but were submitted as 0.00 instead. These will need to be corrected.

Under the Population variable, there appears to be some major outliers. Let’s investigate further.

train %>% filter(Population > 500000000)
##   Country Year     Status Life.expectancy Adult.Mortality infant.deaths Alcohol
## 1   India 2007 Developing            65.2              26          1400    1.59
## 2   India 2006 Developing            64.8              28          1500    1.37
## 3   India 2005 Developing            64.4             211          1500    1.27
##   percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths Polio
## 1               5.234770           6   41144 14.4              1900    67
## 2              34.859427           6   64185 13.9              2000    66
## 3               3.509637           8   36711 13.5              2000    65
##   Total.expenditure Diphtheria HIV.AIDS      GDP Population
## 1              4.23         64      0.3 118.1664 1179681239
## 2              4.25         65      0.3 792.2597 1161977719
## 3              4.28         65      0.3  77.8190 1144118674
##   thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                 27.1               28.0                           0.546
## 2                 27.1               28.0                           0.536
## 3                 27.2               28.1                           0.526
##   Schooling
## 1       9.9
## 2       9.7
## 3       9.4
train %>% filter(Country == "India")
##    Country Year     Status Life.expectancy Adult.Mortality infant.deaths
## 1    India 2007 Developing            65.2              26          1400
## 2    India 2003 Developing            63.7             216          1700
## 3    India 2011 Developing            66.8             193          1100
## 4    India 2001 Developing            62.9             222          1800
## 5    India 2006 Developing            64.8              28          1500
## 6    India 2013 Developing            67.6             187          1000
## 7    India 2005 Developing            64.4             211          1500
## 8    India 2010 Developing            66.4             196          1200
## 9    India 2008 Developing            65.5              23          1300
## 10   India 2009 Developing            66.0               2          1300
## 11   India 2015 Developing            68.3             181           910
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1     1.59              5.2347703           6   41144 14.4              1900
## 2     1.19             19.4808682          NA   47147 12.6              2200
## 3     3.00             64.6059005          44   33634 16.4              1500
## 4     1.00             19.0034061          NA   51780 11.8              2400
## 5     1.37             34.8594267           6   64185 13.9              2000
## 6     3.11             67.6723044           7   13822 17.5              1300
## 7     1.27              3.5096369           8   36711 13.5              2000
## 8     2.77             57.7335986          38   31458 15.9              1600
## 9     1.93             43.0304331          29   44258 14.9              1800
## 10    2.50              0.8441863          37   56188 15.4              1700
## 11      NA              0.0000000          87   90387 18.7              1100
##    Polio Total.expenditure Diphtheria HIV.AIDS        GDP Population
## 1     67              4.23         64      0.3  118.16637 1179681239
## 2     57              4.30         61      0.3  541.13523   11827848
## 3     79              4.33         82      0.2 1461.67196  124723629
## 4     58              4.50         59      0.3  447.13897  171477855
## 5     66              4.25         65      0.3  792.25970 1161977719
## 6     82              4.53         83      0.2 1452.19537  127856227
## 7     65              4.28         65      0.3   77.81900 1144118674
## 8     76              4.28         79      0.2 1345.77153   12398691
## 9     69              4.34          7      0.3  991.48463  119714696
## 10    73              4.38         74      0.2   19.31777  121427132
## 11    86                NA         87      0.2 1613.18878    1395398
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                  27.1               28.0                           0.546
## 2                  27.3               28.3                           0.505
## 3                  26.9               27.7                           0.580
## 4                  27.5               28.5                           0.494
## 5                  27.1               28.0                           0.536
## 6                  26.8               27.5                           0.599
## 7                  27.2               28.1                           0.526
## 8                  27.0               27.8                           0.569
## 9                  27.0               27.9                           0.556
## 10                 27.0               27.8                           0.563
## 11                 26.7               27.3                           0.615
##    Schooling
## 1        9.9
## 2        8.6
## 3       10.8
## 4        8.3
## 5        9.7
## 6       11.5
## 7        9.4
## 8       10.4
## 9       10.2
## 10      10.5
## 11      11.6

India should have a population above 1 billion each year, but is often in the tens/hundreds of millions in the dataset. China should have very large populations as well, but they range from 13,000 to 1.4 million. These should be about 1.4 billion. In addition, some major countries like the U.S. are missing all of its population data.

Let’s investigate the outlines for GDP

train %>% filter(GDP > 100000)
##      Country Year    Status Life.expectancy Adult.Mortality infant.deaths
## 1 Luxembourg 2011 Developed            88.0              72             0
## 2 Luxembourg 2008 Developed            80.0               8             0
## 3 Luxembourg 2013 Developed            81.4              68             0
## 4 Luxembourg 2014 Developed            81.7              65             0
##   Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1   11.50               17028.53          95       6 59.6                 0
## 2   11.53               18961.35          94       1 58.4                 0
## 3   11.02               15515.75          94       0  6.5                 0
## 4   11.12               16255.16          94       0  6.9                 0
##   Polio Total.expenditure Diphtheria HIV.AIDS      GDP Population
## 1    96              7.34         99      0.1 115761.6     518347
## 2    96              7.34         99      0.1 114293.8      48865
## 3    99              7.10         99      0.1 113751.9      54336
## 4    99              6.94         99      0.1 119172.7     556319
##   thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                  0.9                0.9                           0.894
## 2                  0.9                0.9                           0.887
## 3                  0.9                0.9                           0.892
## 4                  1.0                0.9                           0.892
##   Schooling
## 1      13.9
## 2      13.5
## 3      13.9
## 4      13.9
train %>% filter(Country == "Luxembourg")
##       Country Year    Status Life.expectancy Adult.Mortality infant.deaths
## 1  Luxembourg 2007 Developed            79.7              82             0
## 2  Luxembourg 2001 Developed            78.0              96             0
## 3  Luxembourg 2005 Developed            78.8               9             0
## 4  Luxembourg 2010 Developed            86.0              73             0
## 5  Luxembourg 2002 Developed            78.3              95             0
## 6  Luxembourg 2011 Developed            88.0              72             0
## 7  Luxembourg 2000 Developed            77.8              98             0
## 8  Luxembourg 2009 Developed            83.0              76             0
## 9  Luxembourg 2004 Developed            78.7              92             0
## 10 Luxembourg 2008 Developed            80.0               8             0
## 11 Luxembourg 2012 Developed            81.1               7             0
## 12 Luxembourg 2013 Developed            81.4              68             0
## 13 Luxembourg 2014 Developed            81.7              65             0
##    Alcohol percentage.expenditure Hepatitis.B Measles  BMI under.five.deaths
## 1    11.75               267.0513          87       0 57.9                 0
## 2    12.89              7877.3366          86       0 54.6                 0
## 3    11.84              1346.2467          95       0 57.0                 0
## 4    11.36              2267.2522          94       0 59.2                 0
## 5    12.91               910.5063          95       0 55.2                 0
## 6    11.50             17028.5280          95       6 59.6                 0
## 7    13.14              8246.1304          77       0 54.0                 0
## 8    11.42              2052.3931          95       0 58.8                 0
## 9    12.42             12372.0519          94       0 56.4                 0
## 10   11.53             18961.3486          94       1 58.4                 0
## 11   11.34              2284.5822          94       2  6.1                 0
## 12   11.02             15515.7523          94       0  6.5                 0
## 13   11.12             16255.1620          94       0  6.9                 0
##    Polio Total.expenditure Diphtheria HIV.AIDS        GDP Population
## 1     96              6.80         99      0.1   1618.493     479993
## 2     99              7.40         99      0.1  48179.429     441525
## 3     99              7.95         99      0.1   8289.696     465158
## 4     96              7.68         99      0.1  14965.361      56953
## 5     99              8.27         99      0.1   5293.641     446175
## 6     96              7.34         99      0.1 115761.577     518347
## 7     99              7.48         99      0.1  48735.995       4363
## 8     96              8.11         99      0.1  13198.669     497783
## 9     99              8.20         99      0.1  75716.352      45895
## 10    96              7.34         99      0.1 114293.843      48865
## 11    99              7.18         99      0.1  16749.136      53946
## 12    99              7.10         99      0.1 113751.850      54336
## 13    99              6.94         99      0.1 119172.742     556319
##    thinness..1.19.years thinness.5.9.years Income.composition.of.resources
## 1                   0.9                0.9                           0.877
## 2                   1.0                1.0                           0.854
## 3                   1.0                0.9                           0.874
## 4                   0.9                0.9                           0.884
## 5                   1.0                0.9                           0.860
## 6                   0.9                0.9                           0.894
## 7                   1.0                1.0                           0.848
## 8                   0.9                0.9                           0.888
## 9                   1.0                0.9                           0.867
## 10                  0.9                0.9                           0.887
## 11                  0.9                0.9                           0.892
## 12                  0.9                0.9                           0.892
## 13                  1.0                0.9                           0.892
##    Schooling
## 1       13.5
## 2       13.4
## 3       13.5
## 4       13.7
## 5       13.5
## 6       13.9
## 7       13.5
## 8       13.5
## 9       13.5
## 10      13.5
## 11      13.9
## 12      13.9
## 13      13.9

The Luxembourg GDP variable (which is GDP per capita) fluctuates from 1.6k to 120k. There is a reporting error here. There may be some other inconsistent GDPs for other countries that were not investigated.

Correct the values that were missing a 0 at the end (e.g. change 2 to 20 for Diphtheria):

plot(y = train$Life.expectancy, x = train$Diphtheria)

train$Diphtheria <- ifelse(train$Diphtheria < 15, train$Diphtheria * 10, train$Diphtheria)

plot(y = train$Life.expectancy, x = train$Diphtheria)

plot(y = train$Life.expectancy, x = train$Polio)

train$Polio <- ifelse(train$Polio < 15, train$Polio * 10, train$Polio)

plot(y = train$Life.expectancy, x = train$Polio)

plot(y = train$Life.expectancy, x = train$BMI)

train$BMI <- ifelse(train$BMI < 9, train$BMI * 10, train$BMI)

plot(y = train$Life.expectancy, x = train$BMI)

plot(y = train$Life.expectancy, x = train$Adult.Mortality)

train$Adult.Mortality <- ifelse(train$Adult.Mortality < 4, train$Adult.Mortality * 100, train$Adult.Mortality)

train$Adult.Mortality <- ifelse(train$Adult.Mortality < 45, train$Adult.Mortality * 10, train$Adult.Mortality)

train$Adult.Mortality <- ifelse(train$Adult.Mortality < 100 &  train$Life.expectancy < 65, train$Adult.Mortality * 10, train$Adult.Mortality)

plot(y = train$Life.expectancy, x = train$Adult.Mortality)

The code above shows scatterplots before and after the revision. There may be some minor mistakes for values that were changed to be between 40 and 399 (but should actually be between 400 and 800). Overall though, it should accurately fix the overwhelming majority.

Now, we will revise the income composition of resources variable. There shouldn’t be any 0 values and they were likely supposed to be entered as null. We will make that change now.

plot(y = train$Life.expectancy, x = train$Income.composition.of.resources)

train$Income.composition.of.resources <- ifelse(train$Income.composition.of.resources < .2, NA, train$Income.composition.of.resources)

plot(y = train$Life.expectancy, x = train$Income.composition.of.resources)

Remove 0 values from Schooling. We will impute them later.

plot(y = train$Life.expectancy, x = train$Schooling)

train$Schooling <- ifelse(train$Schooling == 0, NA, train$Schooling)

plot(y = train$Life.expectancy, x = train$Schooling)

Remove extreme outliers for population. We will impute them later.

plot(y = train$Life.expectancy, x = train$Population)

train$Population <- ifelse(train$Population > 1000000000, NA, train$Population)

plot(y = train$Life.expectancy, x = train$Population)

Correct extreme outliers for infant.deaths

plot(y = train$Life.expectancy, x = train$infant.deaths)

train$infant.deaths <- ifelse(train$infant.deaths > 750, train$infant.deaths * .1, train$infant.deaths)

plot(y = train$Life.expectancy, x = train$infant.deaths)

Now that the values are corrected, impute the values with the mice package using random forest for both the train and test data. Use an aggregation plot to view missing values beofre and after imputation.

aggr_plot <- aggr(train, col=c('navyblue','red'), numbers=TRUE, sortVars=TRUE, labels=names(train), cex.axis=.7, gap=3, 
                  ylab=c("Percent data missing","Combinations Missing"))
## Warning in plot.aggr(res, ...): not enough vertical space to display frequencies
## (too many combinations)

## 
##  Variables sorted by number of missings: 
##                         Variable       Count
##                       Population 0.222877894
##                      Hepatitis.B 0.183386291
##                              GDP 0.151157512
##  Income.composition.of.resources 0.103041307
##                Total.expenditure 0.073082161
##                        Schooling 0.068996823
##                          Alcohol 0.061733999
##                              BMI 0.009078529
##             thinness..1.19.years 0.009078529
##               thinness.5.9.years 0.009078529
##                            Polio 0.004993191
##                       Diphtheria 0.004993191
##                  Life.expectancy 0.003177485
##                  Adult.Mortality 0.003177485
##                          Country 0.000000000
##                             Year 0.000000000
##                           Status 0.000000000
##                    infant.deaths 0.000000000
##           percentage.expenditure 0.000000000
##                          Measles 0.000000000
##                under.five.deaths 0.000000000
##                         HIV.AIDS 0.000000000
train <- mice(train, method="rf")
## 
##  iter imp variable
##   1   1  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   1   2  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   1   3  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   1   4  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   1   5  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   2   1  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   2   2  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   2   3  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   2   4  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   2   5  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   3   1  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   3   2  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   3   3  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   3   4  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   3   5  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   4   1  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   4   2  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   4   3  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   4   4  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   4   5  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   5   1  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   5   2  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   5   3  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   5   4  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   5   5  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
## Warning: Number of logged events: 350
train <- complete(train)
summary(train)
##                              Country          Year             Status    
##  Equatorial Guinea               :  16   Min.   :2000   Developed : 389  
##  Japan                           :  15   1st Qu.:2004   Developing:1814  
##  Kenya                           :  15   Median :2008                    
##  Micronesia (Federated States of):  15   Mean   :2008                    
##  Myanmar                         :  15   3rd Qu.:2011                    
##  Paraguay                        :  15   Max.   :2015                    
##  (Other)                         :2112                                   
##  Life.expectancy Adult.Mortality infant.deaths       Alcohol      
##  Min.   :36.30   Min.   : 49.0   Min.   :  0.00   Min.   : 0.010  
##  1st Qu.:63.25   1st Qu.:120.0   1st Qu.:  0.00   1st Qu.: 0.880  
##  Median :72.00   Median :169.0   Median :  3.00   Median : 3.650  
##  Mean   :69.26   Mean   :201.4   Mean   : 22.77   Mean   : 4.605  
##  3rd Qu.:75.80   3rd Qu.:260.0   3rd Qu.: 21.00   3rd Qu.: 7.715  
##  Max.   :89.00   Max.   :723.0   Max.   :576.00   Max.   :17.870  
##                                                                   
##  percentage.expenditure  Hepatitis.B       Measles              BMI       
##  Min.   :    0.000      Min.   : 2.00   Min.   :     0.0   Min.   : 9.20  
##  1st Qu.:    5.324      1st Qu.:73.00   1st Qu.:     0.0   1st Qu.:23.95  
##  Median :   69.968      Median :91.00   Median :    17.0   Median :46.40  
##  Mean   :  714.914      Mean   :78.73   Mean   :  2219.2   Mean   :42.08  
##  3rd Qu.:  442.851      3rd Qu.:96.00   3rd Qu.:   357.5   3rd Qu.:57.15  
##  Max.   :19479.912      Max.   :99.00   Max.   :212183.0   Max.   :83.30  
##                                                                           
##  under.five.deaths     Polio       Total.expenditure   Diphtheria   
##  Min.   :   0.00   Min.   :17.00   Min.   : 0.740    Min.   :16.00  
##  1st Qu.:   0.00   1st Qu.:81.00   1st Qu.: 4.230    1st Qu.:81.00  
##  Median :   4.00   Median :93.00   Median : 5.780    Median :93.00  
##  Mean   :  40.19   Mean   :86.53   Mean   : 5.962    Mean   :86.27  
##  3rd Qu.:  27.00   3rd Qu.:97.00   3rd Qu.: 7.570    3rd Qu.:97.00  
##  Max.   :2400.00   Max.   :99.00   Max.   :17.240    Max.   :99.00  
##                                                                     
##     HIV.AIDS           GDP              Population        thinness..1.19.years
##  Min.   : 0.100   Min.   :     1.68   Min.   :       36   Min.   : 0.100      
##  1st Qu.: 0.100   1st Qu.:   375.72   1st Qu.:   171998   1st Qu.: 1.600      
##  Median : 0.100   Median :  1461.76   Median :  1247429   Median : 3.400      
##  Mean   : 1.819   Mean   :  6451.37   Mean   :  9632230   Mean   : 4.921      
##  3rd Qu.: 0.800   3rd Qu.:  5195.44   3rd Qu.:  7267232   3rd Qu.: 7.300      
##  Max.   :50.600   Max.   :119172.74   Max.   :258162113   Max.   :27.500      
##                                                                               
##  thinness.5.9.years Income.composition.of.resources   Schooling   
##  Min.   : 0.100     Min.   :0.2530                  Min.   : 2.8  
##  1st Qu.: 1.500     1st Qu.:0.5080                  1st Qu.:10.1  
##  Median : 3.400     Median :0.6830                  Median :12.4  
##  Mean   : 4.941     Mean   :0.6532                  Mean   :12.1  
##  3rd Qu.: 7.300     3rd Qu.:0.7820                  3rd Qu.:14.4  
##  Max.   :28.500     Max.   :0.9480                  Max.   :20.7  
## 
test <- mice(test, method="rf")
## 
##  iter imp variable
##   1   1  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   1   2  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   1   3  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   1   4  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   1   5  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   2   1  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   2   2  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   2   3  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   2   4  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   2   5  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   3   1  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   3   2  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   3   3  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   3   4  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   3   5  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   4   1  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   4   2  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   4   3  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   4   4  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   4   5  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   5   1  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   5   2  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   5   3  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   5   4  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
##   5   5  Life.expectancy  Adult.Mortality  Alcohol  Hepatitis.B  BMI  Polio  Total.expenditure  Diphtheria  GDP  Population  thinness..1.19.years  thinness.5.9.years  Income.composition.of.resources  Schooling
## Warning: Number of logged events: 350
test <- complete(test)
summary(test)
##                              Country         Year             Status   
##  Armenia                         :  9   Min.   :2000   Developed :123  
##  Côte d'Ivoire                  :  9   1st Qu.:2003   Developing:612  
##  China                           :  9   Median :2007                   
##  Saint Vincent and the Grenadines:  9   Mean   :2008                   
##  Chile                           :  8   3rd Qu.:2012                   
##  Kuwait                          :  8   Max.   :2015                   
##  (Other)                         :683                                  
##  Life.expectancy Adult.Mortality infant.deaths        Alcohol      
##  Min.   :41.50   Min.   :  1.0   Min.   :   0.00   Min.   : 0.010  
##  1st Qu.:62.95   1st Qu.: 81.0   1st Qu.:   0.00   1st Qu.: 0.580  
##  Median :72.20   Median :144.0   Median :   3.00   Median : 3.810  
##  Mean   :69.19   Mean   :166.8   Mean   :  34.87   Mean   : 4.559  
##  3rd Qu.:75.50   3rd Qu.:234.0   3rd Qu.:  23.00   3rd Qu.: 7.610  
##  Max.   :89.00   Max.   :699.0   Max.   :1800.00   Max.   :15.040  
##                                                                    
##  percentage.expenditure  Hepatitis.B       Measles            BMI       
##  Min.   :    0.000      Min.   : 1.00   Min.   :     0   Min.   : 1.40  
##  1st Qu.:    3.303      1st Qu.:70.00   1st Qu.:     0   1st Qu.:19.50  
##  Median :   56.431      Median :89.00   Median :    16   Median :44.60  
##  Mean   :  808.200      Mean   :78.04   Mean   :  3020   Mean   :38.66  
##  3rd Qu.:  432.733      3rd Qu.:96.00   3rd Qu.:   362   3rd Qu.:56.40  
##  Max.   :19099.045      Max.   :99.00   Max.   :168107   Max.   :87.30  
##                                                                         
##  under.five.deaths     Polio       Total.expenditure   Diphtheria   
##  Min.   :   0.00   Min.   : 3.00   Min.   : 0.370    Min.   : 4.00  
##  1st Qu.:   0.00   1st Qu.:77.00   1st Qu.: 4.375    1st Qu.:77.00  
##  Median :   4.00   Median :93.00   Median : 5.620    Median :93.00  
##  Mean   :  47.57   Mean   :82.44   Mean   : 5.855    Mean   :81.94  
##  3rd Qu.:  32.00   3rd Qu.:97.00   3rd Qu.: 7.290    3rd Qu.:97.00  
##  Max.   :2500.00   Max.   :99.00   Max.   :17.600    Max.   :99.00  
##                                                                     
##     HIV.AIDS           GDP             Population         thinness..1.19.years
##  Min.   : 0.100   Min.   :   11.15   Min.   :        34   Min.   : 0.10       
##  1st Qu.: 0.100   1st Qu.:  407.52   1st Qu.:    239932   1st Qu.: 1.60       
##  Median : 0.100   Median : 1431.24   Median :   1493469   Median : 3.30       
##  Mean   : 1.513   Mean   : 7363.62   Mean   :  15319702   Mean   : 4.74       
##  3rd Qu.: 0.700   3rd Qu.: 6288.40   3rd Qu.:   7152385   3rd Qu.: 7.05       
##  Max.   :50.300   Max.   :89739.71   Max.   :1293859294   Max.   :27.70       
##                                                                               
##  thinness.5.9.years Income.composition.of.resources   Schooling    
##  Min.   : 0.100     Min.   :0.0000                  Min.   : 0.00  
##  1st Qu.: 1.600     1st Qu.:0.4870                  1st Qu.:10.00  
##  Median : 3.300     Median :0.6770                  Median :12.30  
##  Mean   : 4.802     Mean   :0.6242                  Mean   :11.91  
##  3rd Qu.: 7.100     3rd Qu.:0.7790                  3rd Qu.:14.15  
##  Max.   :28.600     Max.   :0.9380                  Max.   :20.40  
## 
aggr_plot <- aggr(train, col=c('navyblue','red'), numbers=TRUE, sortVars=TRUE, labels=names(train), cex.axis=.7, gap=3, 
                  ylab=c("Percent data missing","Combinations Missing"))

## 
##  Variables sorted by number of missings: 
##                         Variable Count
##                          Country     0
##                             Year     0
##                           Status     0
##                  Life.expectancy     0
##                  Adult.Mortality     0
##                    infant.deaths     0
##                          Alcohol     0
##           percentage.expenditure     0
##                      Hepatitis.B     0
##                          Measles     0
##                              BMI     0
##                under.five.deaths     0
##                            Polio     0
##                Total.expenditure     0
##                       Diphtheria     0
##                         HIV.AIDS     0
##                              GDP     0
##                       Population     0
##             thinness..1.19.years     0
##               thinness.5.9.years     0
##  Income.composition.of.resources     0
##                        Schooling     0

Below are various transformations to see if the assumptions will be better fulfilled. This includes log transformations and adding quadratic terms

plot(y = train$Life.expectancy, x = (train$infant.deaths))

plot(y = train$Life.expectancy, x = log(train$infant.deaths))

plot(y = train$Life.expectancy, x = (train$under.five.deaths))

plot(y = train$Life.expectancy, x = log(train$under.five.deaths))

plot(y = train$Life.expectancy, x = (train$percentage.expenditure))

plot(y = train$Life.expectancy, x = sqrt(train$percentage.expenditure))

plot(y = log(train$Life.expectancy), x = log(train$percentage.expenditure))

plot(y = train$Life.expectancy, x = log(train$percentage.expenditure))

model1 <- lm(Life.expectancy ~ percentage.expenditure, data=train)
model2 <- lm(Life.expectancy ~ percentage.expenditure + I(percentage.expenditure^2), data=train)
model4 <- lm(Life.expectancy ~ percentage.expenditure + I(percentage.expenditure^2) + I(percentage.expenditure^3) + I(percentage.expenditure^4), data=train)


par(mfrow=c(2,2))
plot(model1)

plot(model2)

plot(model4)

plot(y = train$Life.expectancy, x = (train$Measles))

plot(y = train$Life.expectancy, x = log(train$Measles))

plot(y = train$Life.expectancy, x = (train$HIV.AIDS))

plot(y = train$Life.expectancy, x = log(train$HIV.AIDS))

model1 <- lm(Life.expectancy ~ HIV.AIDS, data=train)
model2 <- lm(Life.expectancy ~ HIV.AIDS + I(HIV.AIDS^2), data=train)

par(mfrow=c(2,2))
plot(model1)

plot(model2)

plot(y = train$Life.expectancy, x = (train$GDP))

plot(y = train$Life.expectancy, x = log(train$GDP))

plot(y = train$Life.expectancy, x = (train$GDP) ** .1)

plot(y = train$Life.expectancy, x = (train$Population))

plot(y = train$Life.expectancy, x = log(train$Population))

plot(y = train$Life.expectancy, x = (train$thinness..1.19.years))

plot(y = train$Life.expectancy, x = log(train$thinness..1.19.years))

None of the quadratic terms seemed to improve the scatterplots enough. Log transformations fit well in most situations. Thinness was the only variable that looked worse, so we will log transform all the other ones:

train$infant.deaths <- log(train$infant.deaths + .1)
train$under.five.deaths <- log(train$under.five.deaths + .1)
train$percentage.expenditure <- log(train$percentage.expenditure + .1)
train$Measles <- log(train$Measles + .1)
train$HIV.AIDS <- log(train$HIV.AIDS)
train$GDP <- log(train$GDP)
train$GDP <- log(train$Population)

test$infant.deaths <- log(test$infant.deaths + .1)
test$under.five.deaths <- log(test$under.five.deaths + .1)
test$percentage.expenditure <- log(test$percentage.expenditure + .1)
test$Measles <- log(test$Measles + .1)
test$HIV.AIDS <- log(test$HIV.AIDS)
test$GDP <- log(test$GDP)
test$GDP <- log(test$Population)

Objective 1 • Display the ability to build regression models using the skills and discussions from Unit 1 and 2 with the purpose of identifying key relationships and interpreting those relationships.
• Build a model with the main goal to identify key relationships and that is highly interpretative. Provide detailed information on summary statistics, EDA, and your model building process. • Provide interpretation of the regression coefficients of your final model including hypothesis testing, interpretation of regression coefficients, and confidence intervals. It’s also good to mention the Practical vs Statistical significance of the predictors. Answer any additional questions using your model that you deem are relevant. • The training data set can be used for EDA and model fitting while the test set can be used to help compare models to make a final call.

Subset out factor data.

train_cat <- subset(train, select=c(Country, Status))
test_cat <- subset(test, select=c(Country, Status))
train <- subset(train, select=-c(Country, Status))
test <- subset(test, select=-c(Country, Status))

Model 1 created using strongly correlated data from Correlation Matrix shown above.

model1 <- lm(Life.expectancy ~ ., data=train)

summary(model1)
## 
## Call:
## lm(formula = Life.expectancy ~ ., data = train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -7.7824 -1.5006 -0.3027  0.9848 11.6437 
## 
## Coefficients:
##                                        Estimate      Std. Error t value
## (Intercept)                     -5.040809368172 24.038681001855  -0.210
## Year                             0.032588030389  0.011990076952   2.718
## Adult.Mortality                 -0.047440200192  0.001009654094 -46.987
## infant.deaths                    0.265460299848  0.137473998069   1.931
## Alcohol                          0.038916517613  0.017159716300   2.268
## percentage.expenditure           0.025697769732  0.016098744332   1.596
## Hepatitis.B                     -0.007645541696  0.002408320147  -3.175
## Measles                         -0.010492407290  0.015904065164  -0.660
## BMI                              0.004327322790  0.005606322143   0.772
## under.five.deaths               -0.246701598719  0.134139302280  -1.839
## Polio                            0.015235104771  0.013440965975   1.133
## Total.expenditure                0.106549813001  0.021913322113   4.862
## Diphtheria                       0.039003557412  0.012986895444   3.003
## HIV.AIDS                        -0.081950767792  0.065098345771  -1.259
## GDP                              0.024582319762  0.024046779992   1.022
## Population                      -0.000000003591  0.000000002456  -1.462
## thinness..1.19.years             0.012970163615  0.033688532419   0.385
## thinness.5.9.years              -0.037385413688  0.033182699444  -1.127
## Income.composition.of.resources 17.548201898499  1.140964037142  15.380
## Schooling                        0.131364836251  0.044343310311   2.962
##                                             Pr(>|t|)    
## (Intercept)                                  0.83392    
## Year                                         0.00662 ** 
## Adult.Mortality                 < 0.0000000000000002 ***
## infant.deaths                                0.05361 .  
## Alcohol                                      0.02343 *  
## percentage.expenditure                       0.11058    
## Hepatitis.B                                  0.00152 ** 
## Measles                                      0.50950    
## BMI                                          0.44028    
## under.five.deaths                            0.06603 .  
## Polio                                        0.25714    
## Total.expenditure                         0.00000124 ***
## Diphtheria                                   0.00270 ** 
## HIV.AIDS                                     0.20821    
## GDP                                          0.30677    
## Population                                   0.14394    
## thinness..1.19.years                         0.70027    
## thinness.5.9.years                           0.26001    
## Income.composition.of.resources < 0.0000000000000002 ***
## Schooling                                    0.00308 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 2.358 on 2183 degrees of freedom
## Multiple R-squared:  0.9398, Adjusted R-squared:  0.9393 
## F-statistic:  1795 on 19 and 2183 DF,  p-value: < 0.00000000000000022
model11 <- lm(Life.expectancy ~ Schooling + Adult.Mortality + Income.composition.of.resources, data = test)
summary(model11)
## 
## Call:
## lm(formula = Life.expectancy ~ Schooling + Adult.Mortality + 
##     Income.composition.of.resources, data = test)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -23.5136  -1.8873   0.3551   2.4766  22.6723 
## 
## Coefficients:
##                                  Estimate Std. Error t value
## (Intercept)                     56.215032   0.913869  61.513
## Schooling                        0.938532   0.085738  10.947
## Adult.Mortality                 -0.031943   0.001761 -18.141
## Income.composition.of.resources 11.410510   1.369549   8.332
##                                             Pr(>|t|)    
## (Intercept)                     < 0.0000000000000002 ***
## Schooling                       < 0.0000000000000002 ***
## Adult.Mortality                 < 0.0000000000000002 ***
## Income.composition.of.resources 0.000000000000000393 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.777 on 731 degrees of freedom
## Multiple R-squared:  0.7416, Adjusted R-squared:  0.7405 
## F-statistic: 699.3 on 3 and 731 DF,  p-value: < 0.00000000000000022
par(mfrow=c(2,2))
plot(model11)

#prediction based on models11 obtained form EDA Analysis
model1pred <- predict(model11,newdata = train, type = "response") 
#model fitting using training data set
model.fit <- predict(model11, newdata = train)
#Comparing different models using TEST data set as per the requirement of project1 Assignment                  
#Backward step model, AIC 4165.28            
BackwardStepModel <- step(model11,direction = "backward")
## Start:  AIC=2302.64
## Life.expectancy ~ Schooling + Adult.Mortality + Income.composition.of.resources
## 
##                                   Df Sum of Sq   RSS    AIC
## <none>                                         16678 2302.6
## - Income.composition.of.resources  1    1583.7 18262 2367.3
## - Schooling                        1    2733.8 19412 2412.2
## - Adult.Mortality                  1    7508.4 24186 2573.8
#Prediction backward step model, response is useful to get predicted value
backwardstepPredi <- predict(BackwardStepModel, newdata = test,type = "response")
#Interpreting backward step
summary(BackwardStepModel)
## 
## Call:
## lm(formula = Life.expectancy ~ Schooling + Adult.Mortality + 
##     Income.composition.of.resources, data = test)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -23.5136  -1.8873   0.3551   2.4766  22.6723 
## 
## Coefficients:
##                                  Estimate Std. Error t value
## (Intercept)                     56.215032   0.913869  61.513
## Schooling                        0.938532   0.085738  10.947
## Adult.Mortality                 -0.031943   0.001761 -18.141
## Income.composition.of.resources 11.410510   1.369549   8.332
##                                             Pr(>|t|)    
## (Intercept)                     < 0.0000000000000002 ***
## Schooling                       < 0.0000000000000002 ***
## Adult.Mortality                 < 0.0000000000000002 ***
## Income.composition.of.resources 0.000000000000000393 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.777 on 731 degrees of freedom
## Multiple R-squared:  0.7416, Adjusted R-squared:  0.7405 
## F-statistic: 699.3 on 3 and 731 DF,  p-value: < 0.00000000000000022
#Forward step model, am using EDA model but  i can use null model too  
forwardmodel <- step(model11, direction="forward")
## Start:  AIC=2302.64
## Life.expectancy ~ Schooling + Adult.Mortality + Income.composition.of.resources
#Prediction Forward model
predForwardModel <- predict(model11, newdata = test, type = "response")
#Interpreting the model
summary (forwardmodel)
## 
## Call:
## lm(formula = Life.expectancy ~ Schooling + Adult.Mortality + 
##     Income.composition.of.resources, data = test)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -23.5136  -1.8873   0.3551   2.4766  22.6723 
## 
## Coefficients:
##                                  Estimate Std. Error t value
## (Intercept)                     56.215032   0.913869  61.513
## Schooling                        0.938532   0.085738  10.947
## Adult.Mortality                 -0.031943   0.001761 -18.141
## Income.composition.of.resources 11.410510   1.369549   8.332
##                                             Pr(>|t|)    
## (Intercept)                     < 0.0000000000000002 ***
## Schooling                       < 0.0000000000000002 ***
## Adult.Mortality                 < 0.0000000000000002 ***
## Income.composition.of.resources 0.000000000000000393 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.777 on 731 degrees of freedom
## Multiple R-squared:  0.7416, Adjusted R-squared:  0.7405 
## F-statistic: 699.3 on 3 and 731 DF,  p-value: < 0.00000000000000022
#Step wise model using EDA model, using both forward and backward model
stepwisemodel <- step(model11, direction="both")
## Start:  AIC=2302.64
## Life.expectancy ~ Schooling + Adult.Mortality + Income.composition.of.resources
## 
##                                   Df Sum of Sq   RSS    AIC
## <none>                                         16678 2302.6
## - Income.composition.of.resources  1    1583.7 18262 2367.3
## - Schooling                        1    2733.8 19412 2412.2
## - Adult.Mortality                  1    7508.4 24186 2573.8
#Prediction using step wise data
predictstepwise <- predict(stepwisemodel, newdata = test, type = "response")


#Interpretation of step wise model
summary (stepwisemodel)
## 
## Call:
## lm(formula = Life.expectancy ~ Schooling + Adult.Mortality + 
##     Income.composition.of.resources, data = test)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -23.5136  -1.8873   0.3551   2.4766  22.6723 
## 
## Coefficients:
##                                  Estimate Std. Error t value
## (Intercept)                     56.215032   0.913869  61.513
## Schooling                        0.938532   0.085738  10.947
## Adult.Mortality                 -0.031943   0.001761 -18.141
## Income.composition.of.resources 11.410510   1.369549   8.332
##                                             Pr(>|t|)    
## (Intercept)                     < 0.0000000000000002 ***
## Schooling                       < 0.0000000000000002 ***
## Adult.Mortality                 < 0.0000000000000002 ***
## Income.composition.of.resources 0.000000000000000393 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.777 on 731 degrees of freedom
## Multiple R-squared:  0.7416, Adjusted R-squared:  0.7405 
## F-statistic: 699.3 on 3 and 731 DF,  p-value: < 0.00000000000000022
#Checking assumption of the models used, so that we can evaluate and select the best model
#Assumptions: Linearity, homogeneity of residuals variance-homoscedasticity, and independece of residuals error terms -Non-Multicolinearity and normality of the residuals Error
#Checking normal distribution of error, we can see that they are almost noramly distributed
par(mfrow = c(3, 2))
plot(density(BackwardStepModel$residuals))
plot(density(forwardmodel$residuals))
plot(density(stepwisemodel$residuals))
#Checking homoscedasticity assumption, we can see that residulas from all model spraed equaly
par(mfrow = c(3, 2))
abline(h=0, col = "red")

plot(BackwardStepModel$fitted.values, BackwardStepModel$residuals)
abline(h=0, col = "red")
plot(forwardmodel$fitted.values, forwardmodel$residuals)
abline(h=0, col = "red")
plot(stepwisemodel$fitted.values, stepwisemodel$residuals)
abline(h=0, col = "red")

# Evaluating of Adjusted R squared for all model
summary(BackwardStepModel)$adj.r.squared 
## [1] 0.7405229
summary(forwardmodel)$adj.r.squared 
## [1] 0.7405229
summary(stepwisemodel)$adj.r.squared 
## [1] 0.7405229
# Evaluating RMSE for all model
RMSE(backwardstepPredi, test$Life.expectancy)
## [1] 4.763489
RMSE(predForwardModel, test$Life.expectancy)
## [1] 4.763489
RMSE(predictstepwise, test$Life.expectancy)
## [1] 4.763489
# Full model, i used full prediction to show that it has high RMSE there step wise model is best model
allpredimodel <- lm(Life.expectancy ~ ., data=test)
summary(allpredimodel)                    
## 
## Call:
## lm(formula = Life.expectancy ~ ., data = test)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -18.0500  -1.8906  -0.0411   1.9780  16.3940 
## 
## Coefficients:
##                                         Estimate       Std. Error t value
## (Intercept)                     -94.380276859063  59.284009739827  -1.592
## Year                              0.074918123903   0.029644933960   2.527
## Adult.Mortality                  -0.011912668758   0.001520240887  -7.836
## infant.deaths                     0.611718243782   0.347096222933   1.762
## Alcohol                           0.029167005079   0.041150321804   0.709
## percentage.expenditure            0.128263934186   0.039356421270   3.259
## Hepatitis.B                      -0.016846473711   0.006398515740  -2.633
## Measles                          -0.073163592616   0.039415631478  -1.856
## BMI                               0.016143424975   0.009262213433   1.743
## under.five.deaths                -0.968166363693   0.340887770364  -2.840
## Polio                             0.021707335127   0.007523557310   2.885
## Total.expenditure                 0.093646089174   0.058768547410   1.593
## Diphtheria                        0.020189749053   0.008088158181   2.496
## HIV.AIDS                         -2.518333713354   0.125422785109 -20.079
## GDP                               0.011412486255   0.059361963487   0.192
## Population                        0.000000001315   0.000000001675   0.785
## thinness..1.19.years             -0.008140467351   0.088187260751  -0.092
## thinness.5.9.years               -0.068123073715   0.086164662333  -0.791
## Income.composition.of.resources   7.171215007179   1.070892600605   6.696
## Schooling                         0.388650416424   0.072917077861   5.330
##                                             Pr(>|t|)    
## (Intercept)                                  0.11183    
## Year                                         0.01171 *  
## Adult.Mortality                   0.0000000000000169 ***
## infant.deaths                                0.07843 .  
## Alcohol                                      0.47868    
## percentage.expenditure                       0.00117 ** 
## Hepatitis.B                                  0.00865 ** 
## Measles                                      0.06384 .  
## BMI                                          0.08178 .  
## under.five.deaths                            0.00464 ** 
## Polio                                        0.00403 ** 
## Total.expenditure                            0.11150    
## Diphtheria                                   0.01278 *  
## HIV.AIDS                        < 0.0000000000000002 ***
## GDP                                          0.84760    
## Population                                   0.43264    
## thinness..1.19.years                         0.92648    
## thinness.5.9.years                           0.42943    
## Income.composition.of.resources   0.0000000000432141 ***
## Schooling                         0.0000001317760732 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.456 on 715 degrees of freedom
## Multiple R-squared:  0.8676, Adjusted R-squared:  0.8641 
## F-statistic: 246.7 on 19 and 715 DF,  p-value: < 0.00000000000000022

Variable selection using LASSO:

#Formatting data for GLM net
x=model.matrix(Life.expectancy~.,train)[,-1]
y=train$Life.expectancy

xtest<-model.matrix(Life.expectancy~.,test)[,-1]
ytest<-test$Life.expectancy



grid=10^seq(10,-2, length =100)
lasso.mod=glmnet(x,y,alpha=1, lambda =grid)

cv.out=cv.glmnet(x,y,alpha=1) #alpha=1 performs LASSO
plot(cv.out)

bestlambda<-cv.out$lambda.min  #Optimal penalty parameter.  You can make this call visually.
lasso.pred=predict (lasso.mod ,s=bestlambda ,newx=xtest)

testMSE_LASSO<-mean((ytest-lasso.pred)^2)
testMSE_LASSO
## [1] 26.3292

Examining the coefficients on the predictors below, we can see that many of them are quite small and not contributing much. We will compare a model that only includes large, positive values vs. one with all positive values:

coef(lasso.mod,s=bestlambda)
## 20 x 1 sparse Matrix of class "dgCMatrix"
##                                                  1
## (Intercept)                      9.117376236439469
## Year                             0.025643546845206
## Adult.Mortality                 -0.047528075024797
## infant.deaths                    .                
## Alcohol                          0.029562754164443
## percentage.expenditure           0.018173005383582
## Hepatitis.B                     -0.005654920999626
## Measles                         -0.005021149420317
## BMI                              0.004544435507008
## under.five.deaths                .                
## Polio                            0.015786036047456
## Total.expenditure                0.103484088052424
## Diphtheria                       0.036179073489535
## HIV.AIDS                        -0.063778433210464
## GDP                              0.010748020205673
## Population                      -0.000000001917025
## thinness..1.19.years             .                
## thinness.5.9.years              -0.028910338062261
## Income.composition.of.resources 17.580999523608771
## Schooling                        0.136514320978655

Model after variable selection: Adjusted R square: 0.9346

model1 <- lm(Life.expectancy ~ Year + Adult.Mortality + Alcohol + percentage.expenditure + Hepatitis.B + Measles + BMI + Polio + Total.expenditure + Diphtheria + HIV.AIDS + Population + thinness.5.9.years + Income.composition.of.resources + Schooling, data=test)
summary(model1)
## 
## Call:
## lm(formula = Life.expectancy ~ Year + Adult.Mortality + Alcohol + 
##     percentage.expenditure + Hepatitis.B + Measles + BMI + Polio + 
##     Total.expenditure + Diphtheria + HIV.AIDS + Population + 
##     thinness.5.9.years + Income.composition.of.resources + Schooling, 
##     data = test)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -18.2764  -1.8756  -0.0601   1.9061  17.2107 
## 
## Coefficients:
##                                          Estimate        Std. Error t value
## (Intercept)                     -81.3396236889858  59.8528971519867  -1.359
## Year                              0.0677444207856   0.0298912611638   2.266
## Adult.Mortality                  -0.0126102312795   0.0015308168024  -8.238
## Alcohol                           0.0512051057929   0.0411262763674   1.245
## percentage.expenditure            0.1342120527553   0.0397522146834   3.376
## Hepatitis.B                      -0.0160834820294   0.0064803365986  -2.482
## Measles                          -0.1578260952280   0.0350970433915  -4.497
## BMI                               0.0230222828580   0.0092272977173   2.495
## Polio                             0.0245831490298   0.0075991400179   3.235
## Total.expenditure                 0.0972084524216   0.0595548200145   1.632
## Diphtheria                        0.0185745700465   0.0081932788920   2.267
## HIV.AIDS                         -2.6273802019820   0.1250390164397 -21.012
## Population                        0.0000000002115   0.0000000016205   0.130
## thinness.5.9.years               -0.0843238337086   0.0383202331881  -2.201
## Income.composition.of.resources   6.6284528164708   1.0808417414790   6.133
## Schooling                         0.4679020391796   0.0722351193811   6.477
##                                             Pr(>|t|)    
## (Intercept)                                 0.174575    
## Year                                        0.023726 *  
## Adult.Mortality                 0.000000000000000829 ***
## Alcohol                                     0.213512    
## percentage.expenditure                      0.000774 ***
## Hepatitis.B                                 0.013296 *  
## Measles                         0.000008038555314187 ***
## BMI                                         0.012818 *  
## Polio                                       0.001272 ** 
## Total.expenditure                           0.103064    
## Diphtheria                                  0.023683 *  
## HIV.AIDS                        < 0.0000000000000002 ***
## Population                                  0.896212    
## thinness.5.9.years                          0.028088 *  
## Income.composition.of.resources 0.000000001425456355 ***
## Schooling                       0.000000000172913508 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.509 on 719 degrees of freedom
## Multiple R-squared:  0.8628, Adjusted R-squared:   0.86 
## F-statistic: 301.5 on 15 and 719 DF,  p-value: < 0.00000000000000022
# when using strongly correlated variables, AdjustedR square is better.  0.9412, AIC=3298.829
model11 <- model11 <- lm(Life.expectancy ~ Schooling + Adult.Mortality + Income.composition.of.resources, data = test)
summary(model11)
## 
## Call:
## lm(formula = Life.expectancy ~ Schooling + Adult.Mortality + 
##     Income.composition.of.resources, data = test)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -23.5136  -1.8873   0.3551   2.4766  22.6723 
## 
## Coefficients:
##                                  Estimate Std. Error t value
## (Intercept)                     56.215032   0.913869  61.513
## Schooling                        0.938532   0.085738  10.947
## Adult.Mortality                 -0.031943   0.001761 -18.141
## Income.composition.of.resources 11.410510   1.369549   8.332
##                                             Pr(>|t|)    
## (Intercept)                     < 0.0000000000000002 ***
## Schooling                       < 0.0000000000000002 ***
## Adult.Mortality                 < 0.0000000000000002 ***
## Income.composition.of.resources 0.000000000000000393 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.777 on 731 degrees of freedom
## Multiple R-squared:  0.7416, Adjusted R-squared:  0.7405 
## F-statistic: 699.3 on 3 and 731 DF,  p-value: < 0.00000000000000022

Objective 2

The purpose of this objective is to go through a process to compare multiple models with the goal of developing a model that can predict the best and do well on future data.
• Use the training and test set to build at least one additional multiple linear regression model that attempts to find a model with additional complexity than the interpretable model of Objective 1. The point here is to make sure we understand how to add complexity to a linear regression model. Hint: It’s not just including a model with predictors that you’ve eliminated from Objective 1. • I want you to use the ISLR text book below (and the google machine) and read up on one nonparametric technique to build a regression model. I want you to select from k-nearest neighbors’ regression or regression trees. There is a chapter on trees in the ISLR book. For information on knn regression, see Section 3.5. It is important to know that knn can be applied to regression as well as classification problems. Make sure your implementation in R is using the knn regression versions rather than the classification. See me on this if you need help or reassurance. You will use the training and test sets here to help determine the most appropriate tree or the most appropriate “k” in knn.

Model 2 using the Boruta Feature Selection Algorithm

train_new <- bind_cols(train, train_cat)


#Boruta Feature Engineering
boruta.talent_train <- Boruta(Life.expectancy~ ., data = train_new, doTrace = 2, maxRuns = 100)
##  1. run of importance source...
##  2. run of importance source...
##  3. run of importance source...
##  4. run of importance source...
##  5. run of importance source...
##  6. run of importance source...
##  7. run of importance source...
##  8. run of importance source...
##  9. run of importance source...
##  10. run of importance source...
##  11. run of importance source...
##  12. run of importance source...
## After 12 iterations, +5.1 secs:
##  confirmed 21 attributes: Adult.Mortality, Alcohol, BMI, Country, Diphtheria and 16 more;
##  no more attributes left.
print(boruta.talent_train)
## Boruta performed 12 iterations in 5.120893 secs.
##  21 attributes confirmed important: Adult.Mortality, Alcohol, BMI,
## Country, Diphtheria and 16 more;
##  No attributes deemed unimportant.
#take a call on tentative features
boruta.talent <- TentativeRoughFix(boruta.talent_train)
## Warning in TentativeRoughFix(boruta.talent_train): There are no Tentative
## attributes! Returning original object.
print(boruta.talent)
## Boruta performed 12 iterations in 5.120893 secs.
##  21 attributes confirmed important: Adult.Mortality, Alcohol, BMI,
## Country, Diphtheria and 16 more;
##  No attributes deemed unimportant.
getSelectedAttributes(boruta.talent_train, withTentative = F)
##  [1] "Year"                            "Adult.Mortality"                
##  [3] "infant.deaths"                   "Alcohol"                        
##  [5] "percentage.expenditure"          "Hepatitis.B"                    
##  [7] "Measles"                         "BMI"                            
##  [9] "under.five.deaths"               "Polio"                          
## [11] "Total.expenditure"               "Diphtheria"                     
## [13] "HIV.AIDS"                        "GDP"                            
## [15] "Population"                      "thinness..1.19.years"           
## [17] "thinness.5.9.years"              "Income.composition.of.resources"
## [19] "Schooling"                       "Country"                        
## [21] "Status"
#Plot most important variables
plot(boruta.talent, xlab = "", xaxt = "n")
lz<-lapply(1:ncol(boruta.talent$ImpHistory),function(i)
  boruta.talent$ImpHistory[is.finite(boruta.talent$ImpHistory[,i]),i])
names(lz) <- colnames(boruta.talent$ImpHistory)
Labels <- sort(sapply(lz,median))
axis(side = 1,las=2,labels = names(Labels),
     at = 1:ncol(boruta.talent$ImpHistory), cex.axis = 0.7)

#Build models based on most important variables from plot 
#Use interaction between all variables
LifeExp_lm_2_full <- lm(Life.expectancy ~ (Adult.Mortality + HIV.AIDS + Income.composition.of.resources + Alcohol)^2 , data=train)
summary(LifeExp_lm_2_full)
## 
## Call:
## lm(formula = Life.expectancy ~ (Adult.Mortality + HIV.AIDS + 
##     Income.composition.of.resources + Alcohol)^2, data = train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9.6737 -1.5392 -0.3253  0.9693 11.6144 
## 
## Coefficients:
##                                                   Estimate Std. Error t value
## (Intercept)                                     64.6893907  1.3067000  49.506
## Adult.Mortality                                 -0.0548033  0.0039731 -13.794
## HIV.AIDS                                        -1.7192642  0.3329096  -5.164
## Income.composition.of.resources                 20.0768096  2.2635683   8.870
## Alcohol                                          0.5113646  0.1632270   3.133
## Adult.Mortality:HIV.AIDS                         0.0037412  0.0003760   9.949
## Adult.Mortality:Income.composition.of.resources  0.0154411  0.0071581   2.157
## Adult.Mortality:Alcohol                         -0.0011792  0.0003185  -3.702
## HIV.AIDS:Income.composition.of.resources         1.4551503  0.6015838   2.419
## HIV.AIDS:Alcohol                                -0.0490835  0.0215224  -2.281
## Income.composition.of.resources:Alcohol         -0.4227014  0.1692415  -2.498
##                                                             Pr(>|t|)    
## (Intercept)                                     < 0.0000000000000002 ***
## Adult.Mortality                                 < 0.0000000000000002 ***
## HIV.AIDS                                                 0.000000263 ***
## Income.composition.of.resources                 < 0.0000000000000002 ***
## Alcohol                                                     0.001754 ** 
## Adult.Mortality:HIV.AIDS                        < 0.0000000000000002 ***
## Adult.Mortality:Income.composition.of.resources             0.031103 *  
## Adult.Mortality:Alcohol                                     0.000219 ***
## HIV.AIDS:Income.composition.of.resources                    0.015650 *  
## HIV.AIDS:Alcohol                                            0.022669 *  
## Income.composition.of.resources:Alcohol                     0.012576 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 2.396 on 2192 degrees of freedom
## Multiple R-squared:  0.9376, Adjusted R-squared:  0.9373 
## F-statistic:  3293 on 10 and 2192 DF,  p-value: < 0.00000000000000022
#Build models based on most important variables from plot 
#Use interaction between all variables
LifeExp_lm_3_full <- lm(Life.expectancy ~ Adult.Mortality *Alcohol +  Income.composition.of.resources + Alcohol , data=train)
summary(LifeExp_lm_3_full)
## 
## Call:
## lm(formula = Life.expectancy ~ Adult.Mortality * Alcohol + Income.composition.of.resources + 
##     Alcohol, data = train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9.9853 -1.5410 -0.2687  1.1186 12.1918 
## 
## Coefficients:
##                                   Estimate Std. Error t value
## (Intercept)                     62.0954860  0.5236180 118.589
## Adult.Mortality                 -0.0440384  0.0009618 -45.788
## Alcohol                          0.1964139  0.0277912   7.067
## Income.composition.of.resources 24.3201726  0.6299619  38.606
## Adult.Mortality:Alcohol         -0.0009455  0.0001364  -6.932
##                                             Pr(>|t|)    
## (Intercept)                     < 0.0000000000000002 ***
## Adult.Mortality                 < 0.0000000000000002 ***
## Alcohol                             0.00000000000211 ***
## Income.composition.of.resources < 0.0000000000000002 ***
## Adult.Mortality:Alcohol             0.00000000000545 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 2.453 on 2198 degrees of freedom
## Multiple R-squared:  0.9344, Adjusted R-squared:  0.9343 
## F-statistic:  7830 on 4 and 2198 DF,  p-value: < 0.00000000000000022
#Cross validation 
tc <- trainControl(method = "cv", number = 10, repeats = 5)
## Warning: `repeats` has no meaning for this resampling method.
#Run backwards model selection
lm_cv_leapBackward <- train(Life.expectancy ~ Adult.Mortality *Alcohol +  Income.composition.of.resources + Alcohol, data = train, method = "leapBackward",
             trControl = tc) # here

#Run forwards model selection
lm_cv_leapForward <- train(Life.expectancy ~ Adult.Mortality *Alcohol +  Income.composition.of.resources + Alcohol, data = train, method = "leapForward",
             trControl = tc) # here

#Run stepwise model selection
lm_cv_leapSeq <- train(Life.expectancy ~ Adult.Mortality *Alcohol +  Income.composition.of.resources + Alcohol, data = train, method = "leapSeq",
             trControl = tc) # here

#output of each model
lm_cv_leapBackward
## Linear Regression with Backwards Selection 
## 
## 2203 samples
##    3 predictor
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold) 
## Summary of sample sizes: 1983, 1982, 1982, 1981, 1982, 1983, ... 
## Resampling results across tuning parameters:
## 
##   nvmax  RMSE      Rsquared   MAE     
##   2      2.479670  0.9331941  1.814462
##   3      2.482087  0.9330569  1.817251
##   4      2.452619  0.9346754  1.817632
## 
## RMSE was used to select the optimal model using the smallest value.
## The final value used for the model was nvmax = 4.
lm_cv_leapForward
## Linear Regression with Forward Selection 
## 
## 2203 samples
##    3 predictor
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold) 
## Summary of sample sizes: 1982, 1984, 1984, 1983, 1983, 1982, ... 
## Resampling results across tuning parameters:
## 
##   nvmax  RMSE      Rsquared   MAE     
##   2      2.480398  0.9333622  1.815764
##   3      2.481557  0.9332931  1.817826
##   4      2.451649  0.9347692  1.818526
## 
## RMSE was used to select the optimal model using the smallest value.
## The final value used for the model was nvmax = 4.
lm_cv_leapSeq
## Linear Regression with Stepwise Selection 
## 
## 2203 samples
##    3 predictor
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold) 
## Summary of sample sizes: 1984, 1982, 1983, 1983, 1982, 1984, ... 
## Resampling results across tuning parameters:
## 
##   nvmax  RMSE      Rsquared   MAE     
##   2      2.480792  0.9326320  1.814315
##   3      2.482934  0.9325032  1.817297
##   4      2.452652  0.9340881  1.817936
## 
## RMSE was used to select the optimal model using the smallest value.
## The final value used for the model was nvmax = 4.
#Select model list and run summary of relevant stats
model_list <- list(lm_cv_leapBackward = lm_cv_leapBackward, lm_cv_leapForward = lm_cv_leapForward, lm_cv_leapSeq =lm_cv_leapSeq )
res <- resamples(model_list)
summary(res)
## 
## Call:
## summary.resamples(object = res)
## 
## Models: lm_cv_leapBackward, lm_cv_leapForward, lm_cv_leapSeq 
## Number of resamples: 10 
## 
## MAE 
##                        Min.  1st Qu.   Median     Mean  3rd Qu.     Max. NA's
## lm_cv_leapBackward 1.710120 1.736061 1.815378 1.817632 1.873448 1.998410    0
## lm_cv_leapForward  1.668687 1.713537 1.803759 1.818526 1.932388 1.977017    0
## lm_cv_leapSeq      1.730739 1.760150 1.827252 1.817936 1.853555 1.947787    0
## 
## RMSE 
##                        Min.  1st Qu.   Median     Mean  3rd Qu.     Max. NA's
## lm_cv_leapBackward 2.274852 2.397546 2.448817 2.452619 2.513221 2.632487    0
## lm_cv_leapForward  2.237626 2.327904 2.454871 2.451649 2.554076 2.667448    0
## lm_cv_leapSeq      2.283933 2.393013 2.473138 2.452652 2.520957 2.557469    0
## 
## Rsquared 
##                         Min.   1st Qu.    Median      Mean   3rd Qu.      Max.
## lm_cv_leapBackward 0.9296740 0.9312983 0.9335944 0.9346754 0.9361822 0.9456119
## lm_cv_leapForward  0.9225366 0.9296381 0.9358241 0.9347692 0.9381388 0.9459182
## lm_cv_leapSeq      0.9152769 0.9342874 0.9349451 0.9340881 0.9370126 0.9427673
##                    NA's
## lm_cv_leapBackward    0
## lm_cv_leapForward     0
## lm_cv_leapSeq         0

KNN for nonparametric technique

#Split x and y into test and training sets
train_x = train[, -2]
train_x = scale(train_x)[,]
train_y = train[,2]
test_x = test[, -2]
test_x = scale(test[,-2])[,]
test_y = test[,2]

#Run knnreg for nearest neighbor
knnmodel = knnreg(train_x, train_y)
str(knnmodel)
## List of 3
##  $ learn  :List of 2
##   ..$ y: num [1:2203] 62.5 81.5 64.7 45.6 71 78.7 74.1 81 82.2 79.2 ...
##   ..$ X: num [1:2203, 1:19] 0.547 0.547 -0.33 -1.207 1.204 ...
##   .. ..- attr(*, "dimnames")=List of 2
##   .. .. ..$ : chr [1:2203] "1" "2" "3" "4" ...
##   .. .. ..$ : chr [1:19] "Year" "Adult.Mortality" "infant.deaths" "Alcohol" ...
##  $ k      : num 5
##  $ theDots: list()
##  - attr(*, "class")= chr "knnreg"
#view test_y and predict y
pred_y = predict(knnmodel, data.frame(test_x))

#print data frame
print(data.frame(test_y, pred_y))
##     test_y   pred_y
## 1     59.9 61.76000
## 2     58.8 59.06000
## 3     55.3 55.48000
## 4     76.2 74.78000
## 5     74.2 77.12000
## 6     73.0 74.50000
## 7     74.7 74.60000
## 8     73.4 70.20000
## 9     72.9 72.64000
## 10    71.4 71.52000
## 11    51.7 52.94000
## 12    51.0 52.72000
## 13    49.1 52.78000
## 14    48.2 52.78000
## 15    47.7 53.16000
## 16    46.5 51.40000
## 17    76.2 74.44000
## 18    74.0 66.70000
## 19    75.7 75.98000
## 20    75.5 75.58000
## 21    74.9 76.50000
## 22    74.1 74.70000
## 23    74.8 78.58000
## 24    73.9 73.02000
## 25    73.5 70.30000
## 26    72.9 73.76000
## 27    73.0 67.52000
## 28    72.7 73.82000
## 29    72.6 71.30000
## 30    72.6 73.10000
## 31    72.0 72.36000
## 32    82.8 83.64000
## 33    82.3 82.64000
## 34    81.7 81.30000
## 35    79.9 81.88000
## 36    81.5 82.26000
## 37    81.4 83.58000
## 38    71.6 72.82000
## 39    67.8 69.78000
## 40    67.8 68.86000
## 41    75.4 77.38000
## 42    74.5 72.58000
## 43    74.1 74.14000
## 44    73.8 74.10000
## 45    73.2 73.44000
## 46    73.1 74.06000
## 47    76.9 75.02000
## 48    75.5 76.04000
## 49    73.0 71.16000
## 50    66.8 62.86000
## 51    65.3 64.94000
## 52    75.5 74.68000
## 53    75.1 74.88000
## 54    73.9 73.80000
## 55    73.5 70.14000
## 56    71.7 73.24000
## 57    69.8 74.36000
## 58    68.1 69.20000
## 59    67.7 72.92000
## 60    68.0 75.35000
## 61    80.0 82.96000
## 62    79.5 78.62000
## 63    78.0 79.96000
## 64    71.0 71.20000
## 65    69.4 70.92000
## 66    69.6 69.86000
## 67    68.7 68.94000
## 68    68.3 69.66000
## 69    60.0 62.38000
## 70    55.8 56.60000
## 71    55.6 57.06000
## 72    55.4 57.20000
## 73    68.3 68.42000
## 74    65.8 66.20000
## 75    63.3 65.02000
## 76    62.5 63.88000
## 77    77.0 70.94000
## 78    74.0 69.52000
## 79    69.8 70.54000
## 80    68.7 71.84000
## 81    66.8 67.94000
## 82    65.7 69.06000
## 83    62.6 67.52000
## 84    76.8 75.98000
## 85    75.7 76.02000
## 86    75.2 72.42000
## 87    75.4 70.38000
## 88    65.1 61.90000
## 89    46.0 48.60000
## 90    74.5 75.86000
## 91    73.4 72.24000
## 92    72.7 73.30000
## 93    75.0 73.26000
## 94    77.1 75.52000
## 95    76.0 77.10000
## 96    74.8 75.78000
## 97    74.5 74.96000
## 98    73.9 75.22000
## 99    73.2 73.82000
## 100   72.1 74.26000
## 101   72.0 71.52000
## 102   71.6 74.44000
## 103   59.9 66.08000
## 104   59.3 61.04000
## 105   58.6 51.60000
## 106   54.3 58.78000
## 107   53.3 55.08000
## 108   51.0 52.74000
## 109   51.0 54.44000
## 110   59.1 62.00000
## 111   56.2 59.42000
## 112   53.4 56.02000
## 113   52.6 54.12000
## 114   51.9 55.00000
## 115   52.8 62.98000
## 116   51.7 54.46000
## 117   51.5 58.14000
## 118   51.0 54.76000
## 119   49.9 53.72000
## 120   48.7 54.54000
## 121   48.2 52.72000
## 122   47.7 49.96000
## 123   47.8 51.56000
## 124   72.8 74.08000
## 125   72.6 71.26000
## 126   67.4 66.34000
## 127   61.5 61.90000
## 128   59.3 59.18000
## 129   56.4 57.30000
## 130   55.3 63.48000
## 131   51.4 51.78000
## 132   81.6 85.38000
## 133   81.5 86.82000
## 134   81.0 80.08000
## 135   79.7 81.98000
## 136   79.4 80.26000
## 137   49.2 50.48000
## 138   47.6 49.96000
## 139   46.8 47.46000
## 140   45.6 53.62000
## 141   53.1 55.48000
## 142   51.2 54.58000
## 143   49.6 52.48000
## 144   48.5 55.74000
## 145   48.4 52.64000
## 146   83.0 78.52000
## 147   81.0 75.88000
## 148   79.1 73.36000
## 149   79.3 77.36000
## 150   79.6 78.28000
## 151   78.0 77.28000
## 152   77.9 77.40000
## 153   77.3 76.90000
## 154   75.8 73.88000
## 155   75.6 75.06000
## 156   75.2 73.54000
## 157   75.0 75.06000
## 158   74.2 74.24000
## 159   73.1 74.24000
## 160   72.7 71.22000
## 161   72.2 74.24000
## 162   71.7 67.82000
## 163   74.6 74.64000
## 164   71.5 68.42000
## 165   62.9 63.58000
## 166   61.0 62.16000
## 167   59.8 61.16000
## 168   64.7 56.34000
## 169   63.9 60.60000
## 170   52.6 53.02000
## 171   52.9 53.04000
## 172   79.2 74.10000
## 173   77.7 72.80000
## 174   78.0 75.16000
## 175   77.6 70.00000
## 176   77.7 75.66000
## 177   77.1 79.42000
## 178   75.8 77.76000
## 179   75.2 75.78000
## 180   75.4 75.78000
## 181   79.1 75.34000
## 182   78.7 78.14000
## 183   81.0 78.08000
## 184   79.5 78.64000
## 185   78.4 78.34000
## 186   78.2 78.06000
## 187   78.6 77.54000
## 188   77.8 77.78000
## 189   75.1 74.34000
## 190   69.8 70.76000
## 191   68.5 68.50000
## 192   68.4 67.98000
## 193   68.1 66.50000
## 194   57.9 69.48000
## 195   57.4 61.34000
## 196   52.8 54.74000
## 197   86.0 78.20000
## 198   84.0 83.36000
## 199   78.9 81.30000
## 200   78.4 78.76000
## 201   77.7 78.20000
## 202   61.3 61.18000
## 203   69.0 60.50000
## 204   62.0 60.50000
## 205   57.7 58.34000
## 206   79.0 73.54000
## 207   73.9 72.70000
## 208   73.1 72.04000
## 209   72.7 71.92000
## 210   76.2 73.18000
## 211   75.5 73.24000
## 212   75.0 75.40000
## 213   74.7 74.12000
## 214   73.6 73.80000
## 215   70.0 71.08000
## 216   69.4 69.50000
## 217   68.8 69.18000
## 218   73.0 72.72000
## 219   72.0 72.58000
## 220   71.7 73.64000
## 221   69.0 70.84000
## 222   64.0 63.40000
## 223   67.0 61.00000
## 224   76.3 75.06000
## 225   76.1 73.82000
## 226   71.2 71.72000
## 227   78.0 69.90000
## 228   63.7 62.08000
## 229   57.2 54.74000
## 230   54.0 54.36000
## 231   68.7 74.62000
## 232   68.5 68.14000
## 233   89.0 83.54000
## 234   87.0 84.18000
## 235   84.0 83.08000
## 236   79.7 79.86000
## 237   79.3 79.54000
## 238   78.7 80.78000
## 239   78.1 77.54000
## 240   82.0 82.02000
## 241   81.5 78.48000
## 242   86.0 86.80000
## 243   82.0 84.66000
## 244   66.0 61.00000
## 245   65.5 57.34000
## 246   62.8 62.72000
## 247   62.3 62.72000
## 248   61.6 61.66000
## 249   68.0 62.48000
## 250   59.3 60.40000
## 251   58.2 58.66000
## 252   57.7 58.66000
## 253   56.3 63.54000
## 254   72.7 72.96000
## 255   71.8 65.66000
## 256   85.0 79.92000
## 257   78.5 83.08000
## 258   61.9 62.38000
## 259   61.6 62.36000
## 260   63.0 62.38000
## 261   57.4 61.26000
## 262   81.0 78.94000
## 263   85.0 83.78000
## 264   79.9 79.26000
## 265   79.1 77.54000
## 266   73.3 74.36000
## 267   73.1 74.16000
## 268   72.6 69.36000
## 269   71.9 68.72000
## 270   71.9 64.60000
## 271   75.0 74.18000
## 272   67.7 62.38000
## 273   58.8 57.96000
## 274   55.6 53.32000
## 275   52.5 54.60000
## 276   58.4 59.76000
## 277   57.1 56.80000
## 278   56.3 57.60000
## 279   53.9 56.62000
## 280   53.0 57.92000
## 281   52.8 59.96000
## 282   65.6 68.06000
## 283   65.9 66.02000
## 284   65.0 65.34000
## 285   65.4 69.40000
## 286   63.1 61.76000
## 287   62.7 61.76000
## 288   62.5 63.60000
## 289   62.1 63.64000
## 290   61.8 59.66000
## 291   59.7 68.34000
## 292   72.2 72.68000
## 293   71.6 72.16000
## 294   71.3 72.16000
## 295   75.8 78.00000
## 296   75.5 74.50000
## 297   75.0 74.94000
## 298   82.1 82.44000
## 299   81.8 83.00000
## 300   84.0 80.00000
## 301   79.7 79.34000
## 302   68.0 66.84000
## 303   67.3 69.68000
## 304   64.0 64.06000
## 305   63.3 64.08000
## 306   62.5 64.24000
## 307   68.5 67.44000
## 308   67.9 67.90000
## 309   67.7 67.88000
## 310   65.3 67.38000
## 311   66.7 60.72000
## 312   75.5 74.08000
## 313   75.4 74.74000
## 314   74.1 73.02000
## 315   72.2 72.44000
## 316   71.2 72.94000
## 317   69.5 70.24000
## 318   76.0 68.02000
## 319   77.0 69.02000
## 320   79.5 79.94000
## 321   76.4 77.72000
## 322   82.5 76.92000
## 323   82.1 81.70000
## 324   80.0 81.86000
## 325   81.0 82.20000
## 326   79.3 81.20000
## 327   78.9 80.04000
## 328   82.5 77.94000
## 329   82.0 81.80000
## 330   81.6 82.42000
## 331   81.2 84.24000
## 332   75.8 74.30000
## 333   75.2 74.50000
## 334   74.7 72.70000
## 335   73.5 73.42000
## 336   82.5 80.80000
## 337   73.3 71.00000
## 338   72.1 72.38000
## 339   68.5 67.02000
## 340   66.6 65.70000
## 341   62.9 61.74000
## 342   65.2 67.34000
## 343   64.7 66.54000
## 344   64.6 66.74000
## 345   74.6 81.02000
## 346   74.2 75.10000
## 347   73.8 74.92000
## 348   73.7 75.08000
## 349   73.4 74.70000
## 350   73.3 74.64000
## 351   73.2 72.78000
## 352   73.2 75.90000
## 353   71.1 72.26000
## 354   69.9 71.64000
## 355   68.5 69.04000
## 356   67.1 66.34000
## 357   66.6 66.34000
## 358   65.7 66.52000
## 359   65.3 65.88000
## 360   64.9 66.34000
## 361   62.6 61.90000
## 362   64.0 59.38000
## 363   74.4 82.00000
## 364   72.6 72.00000
## 365   76.0 73.50000
## 366   78.0 75.94000
## 367   74.8 74.80000
## 368   75.0 74.80000
## 369   52.1 53.22000
## 370   44.5 46.72000
## 371   49.3 50.68000
## 372   61.4 52.12000
## 373   62.0 53.90000
## 374   59.7 53.78000
## 375   59.2 52.78000
## 376   54.0 52.78000
## 377   50.0 58.02000
## 378   72.4 74.22000
## 379   71.3 74.60000
## 380   73.6 77.56000
## 381   73.0 72.38000
## 382   72.8 73.54000
## 383   76.0 74.46000
## 384   71.6 78.02000
## 385   71.2 74.80000
## 386   71.6 76.62000
## 387   82.0 78.52000
## 388   79.4 79.80000
## 389   78.6 78.74000
## 390   65.1 63.94000
## 391   61.9 64.58000
## 392   61.4 64.00000
## 393   59.3 59.84000
## 394   57.9 58.24000
## 395   57.6 53.54000
## 396   52.9 52.88000
## 397   46.0 64.50000
## 398   44.6 48.18000
## 399   74.1 74.18000
## 400   74.0 74.28000
## 401   73.6 73.34000
## 402   73.4 73.34000
## 403   72.7 73.08000
## 404   76.7 77.00000
## 405   75.4 74.16000
## 406   72.7 72.82000
## 407   58.2 58.16000
## 408   56.0 57.58000
## 409   81.1 82.10000
## 410   79.3 78.70000
## 411   78.5 78.90000
## 412   77.8 77.04000
## 413   63.0 62.68000
## 414   62.0 60.30000
## 415   61.2 59.02000
## 416   69.0 62.04000
## 417   73.6 73.34000
## 418   72.7 71.54000
## 419   71.5 70.54000
## 420   76.7 72.92000
## 421   75.6 73.68000
## 422   76.0 73.78000
## 423   75.3 75.42000
## 424   75.0 74.48000
## 425   69.4 71.38000
## 426   67.3 69.12000
## 427   65.9 74.36000
## 428   64.0 68.92000
## 429   62.8 63.86000
## 430   75.8 73.24000
## 431   74.6 73.50000
## 432   74.2 74.96000
## 433   73.8 72.70000
## 434   73.5 71.30000
## 435   73.0 66.58000
## 436   74.3 73.62000
## 437   73.3 72.88000
## 438   69.9 69.98000
## 439   57.6 52.88000
## 440   54.0 60.16000
## 441   53.8 60.03333
## 442   49.8 52.22000
## 443   49.0 52.70000
## 444   62.8 63.82000
## 445   65.8 61.66000
## 446   65.9 62.40000
## 447   65.8 63.10000
## 448   57.0 57.30000
## 449   71.0 72.78000
## 450   66.0 67.80000
## 451   63.1 64.94000
## 452   81.1 85.14000
## 453   86.0 81.24000
## 454   83.0 81.00000
## 455   78.4 79.82000
## 456   78.3 76.48000
## 457   78.1 77.38000
## 458   81.6 78.92000
## 459   81.5 81.36000
## 460   81.0 77.10000
## 461   79.9 79.78000
## 462   73.2 69.00000
## 463   72.5 72.90000
## 464   71.0 70.30000
## 465   76.0 73.56000
## 466   75.0 73.20000
## 467   73.0 73.18000
## 468   61.8 64.04000
## 469   61.4 59.14000
## 470   58.2 60.26000
## 471   54.5 55.70000
## 472   52.1 56.40000
## 473   52.3 52.00000
## 474   47.7 53.38000
## 475   47.4 52.32000
## 476   78.9 80.86000
## 477   78.8 81.16000
## 478   78.5 79.64000
## 479   75.4 74.86000
## 480   74.9 72.74000
## 481   74.7 74.64000
## 482   74.0 73.76000
## 483   73.6 73.88000
## 484   73.3 74.50000
## 485   66.4 71.16000
## 486   66.0 65.56000
## 487   65.5 67.14000
## 488   64.8 62.56000
## 489   64.2 70.42000
## 490   63.5 62.14000
## 491   76.8 76.80000
## 492   76.5 77.28000
## 493   76.2 77.58000
## 494   75.8 76.28000
## 495   75.5 76.50000
## 496   75.7 75.62000
## 497   62.9 63.76000
## 498   62.2 63.40000
## 499   61.4 64.40000
## 500   61.1 63.16000
## 501   59.6 63.02000
## 502   58.9 59.92000
## 503   73.6 70.62000
## 504   75.3 74.84000
## 505   74.9 74.84000
## 506   73.9 71.94000
## 507   72.2 73.22000
## 508   72.6 74.48000
## 509   68.4 69.32000
## 510   68.1 70.24000
## 511   68.0 68.70000
## 512   67.5 68.82000
## 513   67.0 67.14000
## 514   75.5 76.00000
## 515   75.3 72.24000
## 516   75.0 73.26000
## 517   74.9 73.22000
## 518   79.3 81.72000
## 519   77.2 77.90000
## 520   78.1 76.64000
## 521   77.8 77.26000
## 522   76.8 75.96000
## 523   76.7 76.70000
## 524   76.7 77.98000
## 525   72.1 70.98000
## 526   71.8 72.78000
## 527   67.3 70.22000
## 528   74.8 73.10000
## 529   74.4 74.74000
## 530   74.3 74.76000
## 531   73.1 72.82000
## 532   71.7 73.08000
## 533   73.0 71.68000
## 534   66.4 72.38000
## 535   65.0 69.10000
## 536   65.0 73.10000
## 537   66.1 68.12000
## 538   63.8 60.92000
## 539   61.0 62.34000
## 540   57.6 53.62000
## 541   52.0 60.92000
## 542   48.6 52.80000
## 543   75.0 75.16000
## 544   74.8 75.02000
## 545   73.9 74.32000
## 546   73.5 73.48000
## 547   73.1 73.26000
## 548   71.6 64.22000
## 549   73.1 75.16000
## 550   72.7 74.72000
## 551   72.8 75.14000
## 552   72.5 73.70000
## 553   72.1 72.94000
## 554   71.9 73.38000
## 555   71.4 73.38000
## 556   79.0 72.72000
## 557   79.0 65.96000
## 558   74.0 68.50000
## 559   72.2 72.70000
## 560   75.0 74.14000
## 561   71.2 75.38000
## 562   66.2 72.34000
## 563   74.4 74.86000
## 564   74.3 74.24000
## 565   73.7 73.88000
## 566   73.0 73.12000
## 567   72.9 73.28000
## 568   72.6 73.74000
## 569   64.9 65.72000
## 570   64.3 63.32000
## 571   58.4 54.00000
## 572   75.4 75.54000
## 573   75.3 79.60000
## 574   74.0 75.84000
## 575   73.1 72.84000
## 576   73.2 74.78000
## 577   72.4 74.00000
## 578   72.3 72.88000
## 579   72.1 71.44000
## 580   72.1 72.58000
## 581   72.0 71.84000
## 582   71.8 69.70000
## 583   42.3 49.44000
## 584   41.5 56.96000
## 585   48.0 48.34000
## 586   83.1 77.02000
## 587   79.0 81.06000
## 588   76.4 76.14000
## 589   75.6 75.66000
## 590   74.1 74.10000
## 591   73.0 75.48000
## 592   85.0 83.00000
## 593   79.8 82.26000
## 594   79.5 80.82000
## 595   78.3 79.98000
## 596   78.1 78.60000
## 597   68.8 68.20000
## 598   68.7 68.20000
## 599   54.3 55.20000
## 600   51.9 53.42000
## 601   62.9 60.64000
## 602   69.0 58.42000
## 603   59.2 62.92000
## 604   54.5 56.54000
## 605   54.0 54.06000
## 606   53.8 55.20000
## 607   56.0 55.68000
## 608   56.6 55.06000
## 609   55.4 55.70000
## 610   55.0 54.00000
## 611   54.3 53.76000
## 612   51.9 55.52000
## 613   52.0 54.08000
## 614   82.1 81.50000
## 615   81.0 81.92000
## 616   79.4 83.26000
## 617   79.5 81.54000
## 618   74.6 73.56000
## 619   74.5 73.36000
## 620   73.7 72.16000
## 621   63.8 63.64000
## 622   62.7 60.56000
## 623   62.0 62.74000
## 624   61.4 58.64000
## 625   67.0 60.70000
## 626   59.7 58.20000
## 627   58.9 60.82000
## 628   68.3 65.68000
## 629   68.0 67.14000
## 630   58.9 57.98000
## 631   45.6 64.60000
## 632   82.4 81.68000
## 633   81.7 82.40000
## 634   81.1 81.86000
## 635   88.0 79.00000
## 636   83.0 83.36000
## 637   79.9 80.08000
## 638   79.8 80.88000
## 639   79.6 80.88000
## 640   83.4 82.34000
## 641   83.0 84.04000
## 642   82.6 83.18000
## 643   81.7 81.38000
## 644   81.5 80.26000
## 645   84.0 79.90000
## 646   73.8 72.22000
## 647   73.8 71.08000
## 648   73.7 69.00000
## 649   72.7 67.44000
## 650   69.6 68.52000
## 651   68.8 68.60000
## 652   67.3 69.40000
## 653   66.1 66.52000
## 654   65.2 68.92000
## 655   63.7 68.00000
## 656   74.3 73.82000
## 657   73.0 72.72000
## 658   72.5 72.90000
## 659   74.9 74.68000
## 660   74.2 74.12000
## 661   73.5 73.94000
## 662   73.2 69.82000
## 663   72.6 70.94000
## 664   68.0 66.32000
## 665   65.8 61.86000
## 666   64.9 66.86000
## 667   61.0 65.84000
## 668   59.4 60.80000
## 669   58.7 59.30000
## 670   59.4 58.20000
## 671   56.7 57.33333
## 672   55.7 56.96667
## 673   54.7 54.54000
## 674   54.6 53.86000
## 675   73.5 72.16000
## 676   73.3 73.22000
## 677   73.0 72.78000
## 678   74.0 72.66000
## 679   69.3 68.60000
## 680   75.3 73.92000
## 681   73.2 73.42000
## 682   78.0 70.86000
## 683   74.0 71.84000
## 684   65.4 65.94000
## 685   65.6 70.24000
## 686   63.7 64.06000
## 687   63.8 60.30000
## 688   62.3 54.12000
## 689   60.0 59.06000
## 690   47.7 50.52000
## 691   71.3 70.86000
## 692   69.8 73.26000
## 693   67.7 71.86000
## 694   67.7 66.40000
## 695   67.0 66.44000
## 696   67.7 66.42000
## 697   77.1 73.96000
## 698   76.2 74.80000
## 699   79.0 74.82000
## 700   78.3 79.30000
## 701   56.2 56.04000
## 702   51.5 55.68000
## 703   78.7 78.48000
## 704   77.5 77.96000
## 705   76.8 79.76000
## 706   76.2 76.10000
## 707   68.0 69.80000
## 708   67.9 70.30000
## 709   67.6 67.82000
## 710   67.1 67.66000
## 711   67.4 68.18000
## 712   72.0 72.42000
## 713   71.2 73.40000
## 714   71.0 74.52000
## 715   69.1 70.64000
## 716   73.9 72.96000
## 717   73.7 76.88000
## 718   73.8 72.02000
## 719   73.4 73.30000
## 720   73.3 70.76000
## 721   72.5 71.78000
## 722   72.5 69.78000
## 723   76.0 70.88000
## 724   75.6 75.16000
## 725   75.2 73.90000
## 726   73.6 74.12000
## 727   62.6 62.68000
## 728   62.2 62.32000
## 729   61.8 58.44000
## 730   63.0 57.88000
## 731   59.2 57.64000
## 732   52.6 53.74000
## 733   59.2 56.38000
## 734   50.0 48.50000
## 735   44.8 62.94000
#summary of data frame for knn
summary(test_x)
##       Year         Adult.Mortality   infant.deaths        Alcohol       
##  Min.   :-1.5846   Min.   :-1.4070   Min.   :-1.3166   Min.   :-1.1441  
##  1st Qu.:-0.9555   1st Qu.:-0.7282   1st Qu.:-1.3166   1st Qu.:-1.0007  
##  Median :-0.1167   Median :-0.1936   Median : 0.0399   Median :-0.1883  
##  Mean   : 0.0000   Mean   : 0.0000   Mean   : 0.0000   Mean   : 0.0000  
##  3rd Qu.: 0.9318   3rd Qu.: 0.5700   3rd Qu.: 0.8333   3rd Qu.: 0.7675  
##  Max.   : 1.5609   Max.   : 4.5156   Max.   : 2.5539   Max.   : 2.6363  
##  percentage.expenditure  Hepatitis.B         Measles              BMI         
##  Min.   :-1.5779        Min.   :-2.8938   Min.   :-1.15385   Min.   :-1.8818  
##  1st Qu.:-0.5941        1st Qu.:-0.3019   1st Qu.:-1.15385   1st Qu.:-0.9676  
##  Median : 0.1898        Median : 0.4118   Median : 0.05553   Median : 0.3000  
##  Mean   : 0.0000        Mean   : 0.0000   Mean   : 0.00000   Mean   : 0.0000  
##  3rd Qu.: 0.7576        3rd Qu.: 0.6748   3rd Qu.: 0.79645   3rd Qu.: 0.8960  
##  Max.   : 1.8139        Max.   : 0.7875   Max.   : 2.25788   Max.   : 2.4566  
##  under.five.deaths      Polio         Total.expenditure    Diphtheria     
##  Min.   :-1.36596   Min.   :-3.4165   Min.   :-2.32999   Min.   :-3.2569  
##  1st Qu.:-1.36596   1st Qu.:-0.2340   1st Qu.:-0.62858   1st Qu.:-0.2066  
##  Median : 0.05565   Median : 0.4541   Median :-0.09967   Median : 0.4620  
##  Mean   : 0.00000   Mean   : 0.0000   Mean   : 0.00000   Mean   : 0.0000  
##  3rd Qu.: 0.84343   3rd Qu.: 0.6261   3rd Qu.: 0.60978   3rd Qu.: 0.6291  
##  Max.   : 2.51068   Max.   : 0.7122   Max.   : 4.98969   Max.   : 0.7127  
##     HIV.AIDS            GDP            Population       thinness..1.19.years
##  Min.   :-0.6724   Min.   :-3.9546   Min.   :-0.18358   Min.   :-1.0713     
##  1st Qu.:-0.6724   1st Qu.:-0.5845   1st Qu.:-0.18070   1st Qu.:-0.7249     
##  Median :-0.6724   Median : 0.1108   Median :-0.16568   Median :-0.3324     
##  Mean   : 0.0000   Mean   : 0.0000   Mean   : 0.00000   Mean   : 0.0000     
##  3rd Qu.: 0.5712   3rd Qu.: 0.7065   3rd Qu.:-0.09787   3rd Qu.: 0.5335     
##  Max.   : 3.3030   Max.   : 2.6833   Max.   :15.32078   Max.   : 5.3015     
##  thinness.5.9.years Income.composition.of.resources   Schooling      
##  Min.   :-1.0590    Min.   :-2.8843                 Min.   :-3.4344  
##  1st Qu.:-0.7211    1st Qu.:-0.6339                 1st Qu.:-0.5506  
##  Median :-0.3382    Median : 0.2440                 Median : 0.1127  
##  Mean   : 0.0000    Mean   : 0.0000                 Mean   : 0.0000  
##  3rd Qu.: 0.5176    3rd Qu.: 0.7154                 3rd Qu.: 0.6462  
##  Max.   : 5.3601    Max.   : 1.4501                 Max.   : 2.4486

Loop over KNN for best K value

accs = data.frame(mse = numeric(20), k = numeric(20))

#k out to 20
for(i in 1:20)
{
  knnmodel = knnreg(train_x, train_y, k = i)
  pred_y = predict(knnmodel, data.frame(test_x))
  mse = mean((test_y - pred_y)^2)

  accs$mse[i] = mse
  accs$k[i] = i
}

#plot k vs mse
plot(accs$k,accs$mse, type = "l", xlab = "k")

best_k = accs %>% slice(which.min(mse))
best_k = best_k$k

Incorporate best K into KNN model

knnmodel = knnreg(train_x, train_y, k = best_k)

str(knnmodel)
## List of 3
##  $ learn  :List of 2
##   ..$ y: num [1:2203] 62.5 81.5 64.7 45.6 71 78.7 74.1 81 82.2 79.2 ...
##   ..$ X: num [1:2203, 1:19] 0.547 0.547 -0.33 -1.207 1.204 ...
##   .. ..- attr(*, "dimnames")=List of 2
##   .. .. ..$ : chr [1:2203] "1" "2" "3" "4" ...
##   .. .. ..$ : chr [1:19] "Year" "Adult.Mortality" "infant.deaths" "Alcohol" ...
##  $ k      : num 9
##  $ theDots: list()
##  - attr(*, "class")= chr "knnreg"
pred_y = predict(knnmodel, data.frame(test_x))
print(data.frame(test_y, pred_y))
##     test_y   pred_y
## 1     59.9 62.31111
## 2     58.8 60.56667
## 3     55.3 56.85556
## 4     76.2 74.06667
## 5     74.2 74.87778
## 6     73.0 75.25556
## 7     74.7 74.26667
## 8     73.4 70.44444
## 9     72.9 72.68889
## 10    71.4 71.78889
## 11    51.7 54.10000
## 12    51.0 53.02222
## 13    49.1 51.23333
## 14    48.2 53.25556
## 15    47.7 52.28889
## 16    46.5 52.36667
## 17    76.2 73.87778
## 18    74.0 67.05556
## 19    75.7 76.42222
## 20    75.5 74.73333
## 21    74.9 76.36667
## 22    74.1 75.46667
## 23    74.8 78.71111
## 24    73.9 73.97778
## 25    73.5 71.65556
## 26    72.9 72.90000
## 27    73.0 70.22222
## 28    72.7 74.32222
## 29    72.6 70.50000
## 30    72.6 73.26667
## 31    72.0 71.45556
## 32    82.8 82.56667
## 33    82.3 82.94444
## 34    81.7 82.46667
## 35    79.9 80.74444
## 36    81.5 81.37778
## 37    81.4 82.56667
## 38    71.6 73.31111
## 39    67.8 70.56667
## 40    67.8 68.46667
## 41    75.4 76.57778
## 42    74.5 72.87778
## 43    74.1 74.75556
## 44    73.8 74.13333
## 45    73.2 73.80000
## 46    73.1 74.13333
## 47    76.9 74.88889
## 48    75.5 76.15556
## 49    73.0 69.83333
## 50    66.8 63.47778
## 51    65.3 64.84444
## 52    75.5 74.12222
## 53    75.1 74.63333
## 54    73.9 73.61111
## 55    73.5 70.97000
## 56    71.7 74.03333
## 57    69.8 74.18889
## 58    68.1 70.10000
## 59    67.7 72.98889
## 60    68.0 74.07778
## 61    80.0 82.11111
## 62    79.5 79.16667
## 63    78.0 79.15556
## 64    71.0 72.42222
## 65    69.4 71.32222
## 66    69.6 69.74444
## 67    68.7 69.07778
## 68    68.3 70.71111
## 69    60.0 61.71111
## 70    55.8 57.42222
## 71    55.6 58.10000
## 72    55.4 58.46667
## 73    68.3 69.35000
## 74    65.8 66.24444
## 75    63.3 65.60000
## 76    62.5 65.46667
## 77    77.0 71.92222
## 78    74.0 70.86667
## 79    69.8 69.73333
## 80    68.7 71.63333
## 81    66.8 69.75556
## 82    65.7 68.52222
## 83    62.6 66.87778
## 84    76.8 77.43333
## 85    75.7 77.74444
## 86    75.2 73.26667
## 87    75.4 70.85556
## 88    65.1 60.80000
## 89    46.0 48.77778
## 90    74.5 75.38889
## 91    73.4 72.74444
## 92    72.7 73.23333
## 93    75.0 73.01111
## 94    77.1 75.25556
## 95    76.0 77.22222
## 96    74.8 74.56667
## 97    74.5 75.21111
## 98    73.9 74.40000
## 99    73.2 73.54444
## 100   72.1 74.56667
## 101   72.0 71.82222
## 102   71.6 73.57778
## 103   59.9 64.32222
## 104   59.3 63.25556
## 105   58.6 52.11111
## 106   54.3 59.40000
## 107   53.3 55.05556
## 108   51.0 52.26667
## 109   51.0 54.06667
## 110   59.1 61.50000
## 111   56.2 59.83333
## 112   53.4 56.20000
## 113   52.6 53.68889
## 114   51.9 55.03333
## 115   52.8 63.27778
## 116   51.7 55.47778
## 117   51.5 55.58889
## 118   51.0 55.12222
## 119   49.9 54.63333
## 120   48.7 53.68889
## 121   48.2 52.48889
## 122   47.7 51.70000
## 123   47.8 50.50000
## 124   72.8 73.85556
## 125   72.6 71.76667
## 126   67.4 65.65556
## 127   61.5 62.56667
## 128   59.3 57.17778
## 129   56.4 60.17778
## 130   55.3 61.33333
## 131   51.4 51.68889
## 132   81.6 83.43333
## 133   81.5 84.08889
## 134   81.0 79.44444
## 135   79.7 80.42222
## 136   79.4 79.15556
## 137   49.2 52.24444
## 138   47.6 51.64444
## 139   46.8 50.38889
## 140   45.6 52.31111
## 141   53.1 55.77778
## 142   51.2 55.45556
## 143   49.6 52.87778
## 144   48.5 53.53333
## 145   48.4 55.78889
## 146   83.0 77.71111
## 147   81.0 75.61111
## 148   79.1 74.55556
## 149   79.3 76.12222
## 150   79.6 76.92222
## 151   78.0 76.58889
## 152   77.9 76.48889
## 153   77.3 76.93333
## 154   75.8 73.43333
## 155   75.6 73.90000
## 156   75.2 72.64444
## 157   75.0 73.22222
## 158   74.2 72.08889
## 159   73.1 72.60000
## 160   72.7 69.13333
## 161   72.2 73.07778
## 162   71.7 67.55556
## 163   74.6 74.54444
## 164   71.5 68.90000
## 165   62.9 64.48889
## 166   61.0 62.47778
## 167   59.8 61.37778
## 168   64.7 55.28889
## 169   63.9 60.21111
## 170   52.6 53.50000
## 171   52.9 53.80000
## 172   79.2 75.38889
## 173   77.7 73.37778
## 174   78.0 75.46667
## 175   77.6 71.40000
## 176   77.7 76.90000
## 177   77.1 80.77778
## 178   75.8 77.24444
## 179   75.2 76.12222
## 180   75.4 76.33333
## 181   79.1 75.16667
## 182   78.7 77.60000
## 183   81.0 79.27778
## 184   79.5 79.64444
## 185   78.4 78.06667
## 186   78.2 76.14444
## 187   78.6 77.44444
## 188   77.8 77.01111
## 189   75.1 74.36667
## 190   69.8 70.11111
## 191   68.5 68.01111
## 192   68.4 68.14444
## 193   68.1 67.25556
## 194   57.9 69.23333
## 195   57.4 59.81111
## 196   52.8 54.33333
## 197   86.0 79.73333
## 198   84.0 82.36667
## 199   78.9 81.66667
## 200   78.4 79.31111
## 201   77.7 78.40000
## 202   61.3 59.61111
## 203   69.0 60.03333
## 204   62.0 59.20000
## 205   57.7 58.84444
## 206   79.0 74.12222
## 207   73.9 72.52222
## 208   73.1 72.96667
## 209   72.7 72.81111
## 210   76.2 73.83333
## 211   75.5 72.81111
## 212   75.0 75.93333
## 213   74.7 74.41111
## 214   73.6 73.53333
## 215   70.0 72.40000
## 216   69.4 70.45556
## 217   68.8 69.11111
## 218   73.0 73.96667
## 219   72.0 72.85556
## 220   71.7 73.76667
## 221   69.0 70.85556
## 222   64.0 64.05556
## 223   67.0 60.85556
## 224   76.3 73.97778
## 225   76.1 73.97778
## 226   71.2 72.85556
## 227   78.0 69.57778
## 228   63.7 62.04444
## 229   57.2 55.35556
## 230   54.0 53.63333
## 231   68.7 73.75556
## 232   68.5 69.90000
## 233   89.0 82.02222
## 234   87.0 83.11111
## 235   84.0 83.54444
## 236   79.7 80.28889
## 237   79.3 79.78889
## 238   78.7 80.86667
## 239   78.1 78.35556
## 240   82.0 82.55556
## 241   81.5 77.87778
## 242   86.0 83.71111
## 243   82.0 83.80000
## 244   66.0 60.31000
## 245   65.5 60.44444
## 246   62.8 61.58889
## 247   62.3 63.43333
## 248   61.6 60.87778
## 249   68.0 60.77778
## 250   59.3 61.18889
## 251   58.2 59.50000
## 252   57.7 57.55556
## 253   56.3 63.47778
## 254   72.7 72.72222
## 255   71.8 67.54444
## 256   85.0 80.88889
## 257   78.5 83.74444
## 258   61.9 62.63333
## 259   61.6 60.86667
## 260   63.0 60.85556
## 261   57.4 61.40000
## 262   81.0 79.31111
## 263   85.0 83.40000
## 264   79.9 81.08889
## 265   79.1 77.84444
## 266   73.3 73.81111
## 267   73.1 73.38889
## 268   72.6 69.97778
## 269   71.9 68.98889
## 270   71.9 66.10000
## 271   75.0 73.01111
## 272   67.7 65.83333
## 273   58.8 59.25556
## 274   55.6 54.27778
## 275   52.5 55.56667
## 276   58.4 59.81111
## 277   57.1 57.07778
## 278   56.3 56.86667
## 279   53.9 58.25556
## 280   53.0 57.26667
## 281   52.8 59.44444
## 282   65.6 68.96667
## 283   65.9 67.30000
## 284   65.0 66.71111
## 285   65.4 67.24444
## 286   63.1 63.82222
## 287   62.7 65.25556
## 288   62.5 64.90000
## 289   62.1 64.94444
## 290   61.8 59.90000
## 291   59.7 67.85556
## 292   72.2 71.82222
## 293   71.6 72.17778
## 294   71.3 72.23333
## 295   75.8 76.55556
## 296   75.5 74.78889
## 297   75.0 74.01111
## 298   82.1 81.81111
## 299   81.8 82.44444
## 300   84.0 80.21111
## 301   79.7 79.81111
## 302   68.0 67.17778
## 303   67.3 68.93333
## 304   64.0 65.00000
## 305   63.3 62.52222
## 306   62.5 62.50000
## 307   68.5 68.64444
## 308   67.9 69.98889
## 309   67.7 67.55556
## 310   65.3 68.02222
## 311   66.7 60.57778
## 312   75.5 74.30000
## 313   75.4 74.30000
## 314   74.1 72.82222
## 315   72.2 72.13333
## 316   71.2 71.61111
## 317   69.5 69.56667
## 318   76.0 69.24444
## 319   77.0 68.52222
## 320   79.5 79.81111
## 321   76.4 77.58889
## 322   82.5 78.57778
## 323   82.1 79.61111
## 324   80.0 80.95556
## 325   81.0 81.85556
## 326   79.3 79.55556
## 327   78.9 79.55556
## 328   82.5 77.87778
## 329   82.0 81.71111
## 330   81.6 82.02222
## 331   81.2 82.83333
## 332   75.8 74.06667
## 333   75.2 73.97778
## 334   74.7 73.07778
## 335   73.5 73.57778
## 336   82.5 79.07778
## 337   73.3 72.23333
## 338   72.1 72.51111
## 339   68.5 68.12222
## 340   66.6 68.92222
## 341   62.9 60.26667
## 342   65.2 70.44444
## 343   64.7 66.12222
## 344   64.6 66.60000
## 345   74.6 79.55556
## 346   74.2 75.18889
## 347   73.8 74.71111
## 348   73.7 75.28889
## 349   73.4 74.77778
## 350   73.3 74.23333
## 351   73.2 73.84444
## 352   73.2 75.70000
## 353   71.1 70.64444
## 354   69.9 72.12222
## 355   68.5 69.64444
## 356   67.1 66.24444
## 357   66.6 67.22222
## 358   65.7 65.78889
## 359   65.3 64.61111
## 360   64.9 66.55556
## 361   62.6 62.33333
## 362   64.0 58.81111
## 363   74.4 79.30000
## 364   72.6 73.33333
## 365   76.0 72.75556
## 366   78.0 75.85556
## 367   74.8 74.56667
## 368   75.0 75.13333
## 369   52.1 54.58889
## 370   44.5 48.18889
## 371   49.3 52.31111
## 372   61.4 53.36667
## 373   62.0 55.94444
## 374   59.7 55.70000
## 375   59.2 52.21111
## 376   54.0 54.44444
## 377   50.0 57.96667
## 378   72.4 73.15556
## 379   71.3 74.51111
## 380   73.6 76.81111
## 381   73.0 73.26667
## 382   72.8 75.65556
## 383   76.0 73.64444
## 384   71.6 77.37778
## 385   71.2 75.02222
## 386   71.6 76.26667
## 387   82.0 76.31111
## 388   79.4 79.18889
## 389   78.6 78.66667
## 390   65.1 63.25556
## 391   61.9 64.10000
## 392   61.4 61.56667
## 393   59.3 58.34444
## 394   57.9 58.15556
## 395   57.6 53.75556
## 396   52.9 54.17778
## 397   46.0 62.23333
## 398   44.6 47.28889
## 399   74.1 73.93333
## 400   74.0 74.30000
## 401   73.6 73.80000
## 402   73.4 73.48889
## 403   72.7 73.14444
## 404   76.7 76.62222
## 405   75.4 74.62222
## 406   72.7 74.62222
## 407   58.2 58.07778
## 408   56.0 57.35556
## 409   81.1 83.46667
## 410   79.3 78.05556
## 411   78.5 79.86667
## 412   77.8 75.67778
## 413   63.0 63.36667
## 414   62.0 60.43333
## 415   61.2 60.63333
## 416   69.0 60.48889
## 417   73.6 73.14444
## 418   72.7 71.63333
## 419   71.5 71.27778
## 420   76.7 72.60000
## 421   75.6 73.72222
## 422   76.0 73.53333
## 423   75.3 74.41111
## 424   75.0 73.93333
## 425   69.4 70.97778
## 426   67.3 70.67778
## 427   65.9 73.63333
## 428   64.0 69.06667
## 429   62.8 65.44444
## 430   75.8 73.92222
## 431   74.6 74.07778
## 432   74.2 75.46667
## 433   73.8 72.94444
## 434   73.5 73.03333
## 435   73.0 67.05556
## 436   74.3 72.61111
## 437   73.3 73.15556
## 438   69.9 69.65556
## 439   57.6 54.13333
## 440   54.0 59.34444
## 441   53.8 59.30000
## 442   49.8 53.13333
## 443   49.0 55.43333
## 444   62.8 63.74444
## 445   65.8 62.21111
## 446   65.9 61.28889
## 447   65.8 61.96667
## 448   57.0 56.71111
## 449   71.0 70.71111
## 450   66.0 69.24444
## 451   63.1 63.66667
## 452   81.1 83.43333
## 453   86.0 80.76667
## 454   83.0 81.66667
## 455   78.4 79.35556
## 456   78.3 76.54444
## 457   78.1 79.47778
## 458   81.6 80.24444
## 459   81.5 82.06667
## 460   81.0 77.37778
## 461   79.9 80.27778
## 462   73.2 70.61111
## 463   72.5 72.63333
## 464   71.0 69.77778
## 465   76.0 73.10000
## 466   75.0 72.51111
## 467   73.0 71.35556
## 468   61.8 63.60000
## 469   61.4 58.32222
## 470   58.2 57.71111
## 471   54.5 56.40000
## 472   52.1 55.85556
## 473   52.3 52.88889
## 474   47.7 53.50000
## 475   47.4 53.18889
## 476   78.9 80.84444
## 477   78.8 79.44444
## 478   78.5 80.04444
## 479   75.4 75.17778
## 480   74.9 73.37778
## 481   74.7 73.90000
## 482   74.0 73.75556
## 483   73.6 73.98889
## 484   73.3 74.51111
## 485   66.4 68.75556
## 486   66.0 65.37778
## 487   65.5 67.80000
## 488   64.8 62.15556
## 489   64.2 67.52222
## 490   63.5 63.67778
## 491   76.8 76.70000
## 492   76.5 76.64444
## 493   76.2 77.28889
## 494   75.8 76.57778
## 495   75.5 76.64444
## 496   75.7 75.06667
## 497   62.9 64.37778
## 498   62.2 66.87778
## 499   61.4 68.02222
## 500   61.1 65.40000
## 501   59.6 60.40000
## 502   58.9 58.20000
## 503   73.6 72.68889
## 504   75.3 75.11111
## 505   74.9 74.55556
## 506   73.9 72.14444
## 507   72.2 72.68889
## 508   72.6 73.68889
## 509   68.4 66.84444
## 510   68.1 68.45556
## 511   68.0 71.15556
## 512   67.5 69.75556
## 513   67.0 66.86667
## 514   75.5 76.06667
## 515   75.3 72.85556
## 516   75.0 73.01111
## 517   74.9 73.12222
## 518   79.3 80.93333
## 519   77.2 78.48889
## 520   78.1 76.40000
## 521   77.8 76.54444
## 522   76.8 75.94444
## 523   76.7 75.66667
## 524   76.7 76.90000
## 525   72.1 68.70000
## 526   71.8 72.15556
## 527   67.3 68.87778
## 528   74.8 73.84444
## 529   74.4 74.17778
## 530   74.3 73.87778
## 531   73.1 73.62222
## 532   71.7 73.14444
## 533   73.0 74.80000
## 534   66.4 71.04444
## 535   65.0 69.84444
## 536   65.0 75.54444
## 537   66.1 66.57778
## 538   63.8 60.91111
## 539   61.0 59.54444
## 540   57.6 54.33333
## 541   52.0 60.15556
## 542   48.6 52.66667
## 543   75.0 74.90000
## 544   74.8 75.12222
## 545   73.9 74.16667
## 546   73.5 73.01111
## 547   73.1 73.77778
## 548   71.6 62.91111
## 549   73.1 74.84444
## 550   72.7 74.30000
## 551   72.8 75.04444
## 552   72.5 73.75556
## 553   72.1 73.33333
## 554   71.9 73.68889
## 555   71.4 73.04444
## 556   79.0 72.23333
## 557   79.0 66.63333
## 558   74.0 68.72222
## 559   72.2 71.86667
## 560   75.0 73.07778
## 561   71.2 75.96667
## 562   66.2 70.67778
## 563   74.4 74.87778
## 564   74.3 74.24444
## 565   73.7 73.67778
## 566   73.0 72.98889
## 567   72.9 73.04444
## 568   72.6 73.63333
## 569   64.9 67.08889
## 570   64.3 63.33333
## 571   58.4 53.80000
## 572   75.4 74.58889
## 573   75.3 78.88889
## 574   74.0 74.01111
## 575   73.1 73.46667
## 576   73.2 73.95556
## 577   72.4 73.37778
## 578   72.3 72.81111
## 579   72.1 71.35556
## 580   72.1 72.25556
## 581   72.0 72.04444
## 582   71.8 70.23333
## 583   42.3 49.34444
## 584   41.5 57.27778
## 585   48.0 49.92222
## 586   83.1 77.40000
## 587   79.0 76.71111
## 588   76.4 76.00000
## 589   75.6 75.53333
## 590   74.1 74.80000
## 591   73.0 75.15556
## 592   85.0 82.57778
## 593   79.8 81.41111
## 594   79.5 80.08889
## 595   78.3 80.03333
## 596   78.1 79.62222
## 597   68.8 68.27778
## 598   68.7 68.50000
## 599   54.3 56.16667
## 600   51.9 54.05556
## 601   62.9 59.97778
## 602   69.0 56.83333
## 603   59.2 66.40000
## 604   54.5 56.03333
## 605   54.0 54.20000
## 606   53.8 55.46667
## 607   56.0 54.85556
## 608   56.6 55.31111
## 609   55.4 54.22222
## 610   55.0 54.63333
## 611   54.3 54.08889
## 612   51.9 55.16667
## 613   52.0 54.20000
## 614   82.1 83.17778
## 615   81.0 82.53333
## 616   79.4 82.02222
## 617   79.5 80.53333
## 618   74.6 73.30000
## 619   74.5 73.17778
## 620   73.7 72.82222
## 621   63.8 62.46667
## 622   62.7 61.63333
## 623   62.0 62.04444
## 624   61.4 59.93333
## 625   67.0 59.72222
## 626   59.7 58.92222
## 627   58.9 60.64444
## 628   68.3 66.60000
## 629   68.0 67.05556
## 630   58.9 58.12222
## 631   45.6 62.30000
## 632   82.4 79.80000
## 633   81.7 82.85556
## 634   81.1 82.88889
## 635   88.0 78.98889
## 636   83.0 82.04444
## 637   79.9 79.37778
## 638   79.8 80.98889
## 639   79.6 79.46667
## 640   83.4 80.70000
## 641   83.0 82.64444
## 642   82.6 82.87778
## 643   81.7 81.67778
## 644   81.5 80.70000
## 645   84.0 80.56667
## 646   73.8 70.85556
## 647   73.8 70.53333
## 648   73.7 69.91111
## 649   72.7 68.93333
## 650   69.6 70.28889
## 651   68.8 70.02222
## 652   67.3 71.40000
## 653   66.1 68.91111
## 654   65.2 69.84444
## 655   63.7 67.84444
## 656   74.3 73.22222
## 657   73.0 72.55556
## 658   72.5 73.23333
## 659   74.9 74.73333
## 660   74.2 74.35556
## 661   73.5 73.75556
## 662   73.2 69.31111
## 663   72.6 70.68889
## 664   68.0 68.16667
## 665   65.8 61.93333
## 666   64.9 65.25556
## 667   61.0 64.65556
## 668   59.4 62.91111
## 669   58.7 60.86667
## 670   59.4 59.63333
## 671   56.7 57.70000
## 672   55.7 57.85556
## 673   54.7 54.62222
## 674   54.6 52.84444
## 675   73.5 73.92222
## 676   73.3 73.25556
## 677   73.0 72.32222
## 678   74.0 73.23333
## 679   69.3 68.67778
## 680   75.3 73.91111
## 681   73.2 73.40000
## 682   78.0 71.46667
## 683   74.0 71.75556
## 684   65.4 68.06667
## 685   65.6 72.30000
## 686   63.7 64.28889
## 687   63.8 61.80000
## 688   62.3 56.16667
## 689   60.0 60.32222
## 690   47.7 51.53333
## 691   71.3 71.05556
## 692   69.8 73.74444
## 693   67.7 72.90000
## 694   67.7 67.01111
## 695   67.0 66.84444
## 696   67.7 67.87778
## 697   77.1 74.58889
## 698   76.2 74.76667
## 699   79.0 75.32222
## 700   78.3 78.34444
## 701   56.2 56.80000
## 702   51.5 54.80000
## 703   78.7 78.20000
## 704   77.5 77.97778
## 705   76.8 80.31111
## 706   76.2 76.73333
## 707   68.0 71.56667
## 708   67.9 71.27778
## 709   67.6 69.60000
## 710   67.1 67.94444
## 711   67.4 67.38889
## 712   72.0 72.25556
## 713   71.2 72.72222
## 714   71.0 72.47778
## 715   69.1 70.16667
## 716   73.9 72.06667
## 717   73.7 73.25556
## 718   73.8 71.78889
## 719   73.4 71.94444
## 720   73.3 71.03333
## 721   72.5 69.23333
## 722   72.5 69.05556
## 723   76.0 71.42222
## 724   75.6 74.25556
## 725   75.2 73.63333
## 726   73.6 74.41111
## 727   62.6 62.45556
## 728   62.2 63.41111
## 729   61.8 57.91111
## 730   63.0 57.44444
## 731   59.2 56.67778
## 732   52.6 51.66667
## 733   59.2 55.68889
## 734   50.0 47.88889
## 735   44.8 62.31111

Relevant KNN stats for mse, mae, and rmse

mse = mean((test_y - pred_y)^2)
mae = caret::MAE(test_y, pred_y)
rmse = caret::RMSE(test_y, pred_y)
cat("MSE: ", mse, "MAE: ", mae, " RMSE: ", rmse)
## MSE:  10.03986 MAE:  2.204283  RMSE:  3.168573

Life expectancy prediction

x = 1:length(test_y)
plot(x, test_y, col = "red", type = "l", lwd=2,
     main = "Life Expectancy Prediction")
lines(x, pred_y, col = "blue", lwd=2)
legend("topright",  legend = c("original-Life Expectancy", "predicted-Life Expectancy"), 
       fill = c("red", "blue"), col = 2:3,  adj = c(0, 0.6))
grid()